diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 13e130a..feec341 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -19,6 +19,7 @@ on:
       - 'docs/**'
       - 'card_data/**'
       - '.gitignore'
+      - '.gitleaksignore'
       - 'demo**'
       - 'go.mod'
       - 'go.sum'
@@ -30,7 +31,7 @@ on:
       - main
 
 env:
-  VERSION_NUMBER: 'v1.8.2'
+  VERSION_NUMBER: 'v1.8.3'
   DOCKERHUB_REGISTRY_NAME: 'digitalghostdev/poke-cli'
   AWS_REGION: 'us-west-2'
 
@@ -46,7 +47,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Run Gosec Security Scanner
         uses: securego/gosec@master
@@ -58,17 +59,35 @@ jobs:
         with:
           sarif_file: results.sarif
 
-  build-linux-packages:
+  gitleaks:
     runs-on: ubuntu-22.04
-    needs: [ gosec ]
+    needs: [gosec]
     if: needs.gosec.result == 'success'
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+
+      - name: Gitleaks
+        uses: gitleaks/gitleaks-action@v2
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GITLEAKS_CONFIG: ./gitleaks.toml
+          GITLEAKS_VERSION: 8.29.0
+
+  build-linux-packages:
+    runs-on: ubuntu-22.04
+    needs: [gitleaks]
+    if: needs.gitleaks.result == 'success'
     strategy:
       matrix:
         arch: [ amd64, arm64 ]
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Go
         uses: actions/setup-go@v5
@@ -124,7 +143,7 @@ jobs:
 
   upload-deb-packages:
     runs-on: ubuntu-22.04
-    needs: [ build-linux-packages ]
+    needs: [build-linux-packages]
     if: needs.build-linux-packages.result == 'success'
     strategy:
       matrix:
@@ -152,7 +171,7 @@ jobs:
 
   upload-rpm-packages:
     runs-on: ubuntu-22.04
-    needs: [ build-linux-packages ]
+    needs: [build-linux-packages]
     if: needs.build-linux-packages.result == 'success'
     strategy:
       matrix:
@@ -180,7 +199,7 @@ jobs:
 
   upload-apk-packages:
     runs-on: ubuntu-22.04
-    needs: [ build-linux-packages ]
+    needs: [build-linux-packages]
     if: needs.build-linux-packages.result == 'success'
     strategy:
       matrix:
@@ -208,7 +227,7 @@ jobs:
 
   upload-summary:
     runs-on: ubuntu-22.04
-    needs: [ upload-deb-packages, upload-rpm-packages, upload-apk-packages ]
+    needs: [upload-deb-packages, upload-rpm-packages, upload-apk-packages]
     if: always()
 
     steps:
@@ -228,12 +247,12 @@ jobs:
 
   build-docs-docker-image:
     runs-on: ubuntu-22.04
-    needs: [ gosec ]
-    if: needs.gosec.result == 'success'
+    needs: [gitleaks]
+    if: needs.gitleaks.result == 'success'
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           sparse-checkout: |
             docs
@@ -267,7 +286,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Configure AWS
         uses: aws-actions/configure-aws-credentials@v4
@@ -296,12 +315,12 @@ jobs:
 
   lint-cli-dockerfile:
     runs-on: ubuntu-22.04
-    needs: [ gosec ]
-    if: needs.gosec.result == 'success'
+    needs: [gitleaks]
+    if: needs.gitleaks.result == 'success'
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Lint Dockerfile
         uses: 'hadolint/hadolint-action@v3.1.0'
@@ -311,12 +330,12 @@ jobs:
 
   build-cli-docker-image:
     runs-on: ubuntu-22.04
-    needs: [ lint-cli-dockerfile ]
+    needs: [lint-cli-dockerfile]
     if: needs.lint-cli-dockerfile.result == 'success'
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Docker Buildx
         uses: 'docker/setup-buildx-action@v3.0.0'
@@ -347,7 +366,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Configure AWS
         uses: aws-actions/configure-aws-credentials@v4
@@ -373,7 +392,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Docker Buildx
         uses: 'docker/setup-buildx-action@v3.0.0'
@@ -420,14 +439,14 @@ jobs:
           severity-cutoff: critical
 
       - name: Upload SARIF Report
-        uses: github/codeql-action/upload-sarif@v3
+        uses: github/codeql-action/upload-sarif@v4
         with:
           sarif_file: ${{ steps.scan.outputs.sarif }}
 
   architecture-build:
     runs-on: ubuntu-22.04
-    needs: [gosec]
-    if: needs.gosec.result == 'success'
+    needs: [gitleaks]
+    if: needs.gitleaks.result == 'success'
 
     strategy:
       fail-fast: false
@@ -436,7 +455,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Docker Meta
         id: meta
diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
new file mode 100644
index 0000000..0bb12e4
--- /dev/null
+++ b/.github/workflows/codspeed.yml
@@ -0,0 +1,39 @@
+name: Codspeed Benchmarks
+on:
+  pull_request:
+    types: [ opened, reopened, synchronize ]
+    paths:
+      - 'card_data/**'
+
+permissions:
+  contents: read
+  id-token: write
+
+jobs:
+  benchmarks:
+    runs-on: ubuntu-22.04
+    defaults:
+      run:
+        working-directory: card_data
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+
+      - name: Setup Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.12'
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+
+      - name: Install dependencies
+        run: uv sync --dev
+
+      - name: Run the benchmarks
+        uses: CodSpeedHQ/action@v4
+        with:
+          working-directory: card_data
+          mode: simulation
+          run: uv run pytest pipelines/tests/ -v --codspeed
\ No newline at end of file
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 0ea2029..aa292cd 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -11,12 +11,12 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.23
+          go-version: 1.24
 
       - name: Install dependencies
         run: |
@@ -28,4 +28,5 @@ jobs:
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5
         with:
+          fail_ci_if_error: false
           token: ${{ secrets.CODECOV_ORG_TOKEN }}
\ No newline at end of file
diff --git a/.github/workflows/go_lint.yml b/.github/workflows/go_lint.yml
index b5c1f1e..3b97a1f 100644
--- a/.github/workflows/go_lint.yml
+++ b/.github/workflows/go_lint.yml
@@ -12,15 +12,15 @@ permissions:
 
 jobs:
   linter:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.23
+          go-version: 1.24
 
       - name: Lint
         uses: golangci/golangci-lint-action@v7
diff --git a/.github/workflows/go_test.yml b/.github/workflows/go_test.yml
index 03f60fe..abdc6b1 100644
--- a/.github/workflows/go_test.yml
+++ b/.github/workflows/go_test.yml
@@ -11,12 +11,12 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: '1.24.6'
+          go-version: 1.24
 
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d097674..a3b2810 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -13,12 +13,12 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.23
+          go-version: 1.24
 
       - name: Run GoReleaser
         uses: goreleaser/goreleaser-action@v6
diff --git a/.gitignore b/.gitignore
index 1b8277f..b46475e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -66,3 +66,5 @@ card_data/~/
 card_data/storage/
 /.claude/
 CLAUDE.md
+REFACTORING.md
+/card_data/.codspeed/
diff --git a/.gitleaksignore b/.gitleaksignore
index 46497dc..920140f 100644
--- a/.gitleaksignore
+++ b/.gitleaksignore
@@ -1,3 +1,3 @@
-cmd/card/setslist.go:generic-api-key:116
-cmd/card/cardlist.go:generic-api-key:157
-codecov.yml:generic-api-key:2
\ No newline at end of file
+codecov.yml:generic-api-key:2
+card_data/sample_scripts/ebay.py:generic-api-key:6
+card_data/sample_scripts/get_data.py:generic-api-key:9
\ No newline at end of file
diff --git a/.goreleaser.yml b/.goreleaser.yml
index 8a53370..bc74fb2 100644
--- a/.goreleaser.yml
+++ b/.goreleaser.yml
@@ -14,7 +14,7 @@ builds:
       - windows
       - darwin
     ldflags:
-      - -s -w -X main.version=v1.8.2
+      - -s -w -X main.version=v1.8.3
 
 archives:
   - formats: [ 'zip' ]
diff --git a/Dockerfile b/Dockerfile
index f97a844..9d10a20 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -8,7 +8,7 @@ RUN go mod download
 
 COPY . .
 
-RUN go build -ldflags "-X main.version=v1.8.2" -o poke-cli .
+RUN go build -ldflags "-X main.version=v1.8.3" -o poke-cli .
 
 # build 2
 FROM --platform=$BUILDPLATFORM alpine:3.23
diff --git a/README.md b/README.md
index 43444b9..b86226b 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
 <div align="center">
-    <img height="250" width="350" src="pokemon.svg" alt="pokemon-logo"/>
-    <h1>Pokémon CLI</h1>
+    <img width="425" src="poke-cli.png" alt="pokemon-logo"/>
+    <h4></h4>
     <img src="https://img.shields.io/github/v/release/digitalghost-dev/poke-cli?style=flat-square&logo=git&logoColor=FFCC00&label=Release%20Version&labelColor=EEE&color=FFCC00" alt="version-label">
-    <img src="https://img.shields.io/docker/image-size/digitalghostdev/poke-cli/v1.8.2?arch=arm64&style=flat-square&logo=docker&logoColor=FFCC00&labelColor=EEE&color=FFCC00" alt="docker-image-size">
+    <img src="https://img.shields.io/docker/image-size/digitalghostdev/poke-cli/v1.8.3?arch=arm64&style=flat-square&logo=docker&logoColor=FFCC00&labelColor=EEE&color=FFCC00" alt="docker-image-size">
     <img src="https://img.shields.io/github/actions/workflow/status/digitalghost-dev/poke-cli/ci.yml?branch=main&style=flat-square&logo=github&logoColor=FFCC00&label=CI&labelColor=EEE&color=FFCC00" alt="ci-status-badge">
 </div>
 <div align="center">
@@ -11,9 +11,10 @@
     <img src="https://img.shields.io/codecov/c/github/digitalghost-dev/poke-cli?token=05GBSAOQIT&style=flat-square&logo=codecov&logoColor=00ADD8&labelColor=EEE&color=00ADD8" alt="codecov"/>
 </div>
 
-## Overview
-`poke-cli` is a hybrid of a classic CLI and a modern TUI tool for viewing data about Pokémon! This is my first Go project.
-View the [documentation](https://docs.poke-cli.com)!
+## Pokemon CLI
+`poke-cli` is a hybrid of a classic CLI and a modern TUI tool for viewing VG and TCG data about Pokémon!
+
+View the [documentation](https://docs.poke-cli.com) on the data infrastructure in [card_data/](https://github.com/digitalghost-dev/poke-cli/tree/main/card_data) if you're interested.
 
 * [Demo](#demo)
 * [Installation](#installation)
@@ -95,11 +96,11 @@ Cloudsmith is a fully cloud-based service that lets you easily create, store, an
 3. Choose how to interact with the container:
    * Run a single command and exit:
     ```bash
-    docker run --rm -it digitalghostdev/poke-cli:v1.8.2 <command> [subcommand] [flag]
+    docker run --rm -it digitalghostdev/poke-cli:v1.8.3 <command> [subcommand] [flag]
     ```
    * Enter the container and use its shell:
     ```bash
-    docker run --rm -it --name poke-cli --entrypoint /bin/sh digitalghostdev/poke-cli:v1.8.2 -c "cd /app && exec sh"
+    docker run --rm -it --name poke-cli --entrypoint /bin/sh digitalghostdev/poke-cli:v1.8.3 -c "cd /app && exec sh"
    # placed into the /app directory, run the program with './poke-cli'
    # example: ./poke-cli ability swift-swim
     ```
diff --git a/card_data/pipelines/definitions.py b/card_data/pipelines/definitions.py
index 3c3bf81..892db84 100644
--- a/card_data/pipelines/definitions.py
+++ b/card_data/pipelines/definitions.py
@@ -4,14 +4,14 @@
 
 import dagster as dg
 
-from .defs.extract.extract_pricing_data import build_dataframe
-from .defs.load.load_pricing_data import load_pricing_data, data_quality_checks_on_pricing
+from .defs.extract.tcgcsv.extract_pricing import build_dataframe
+from .defs.load.tcgcsv.load_pricing import load_pricing_data, data_quality_checks_on_pricing
 
 
 @definitions
-def defs():
+def defs() -> dg.Definitions:
     # load_from_defs_folder discovers dbt assets from transform_data.py
-    folder_defs = load_from_defs_folder(project_root=Path(__file__).parent.parent)
+    folder_defs: dg.Definitions = load_from_defs_folder(project_root=Path(__file__).parent.parent)
     return dg.Definitions.merge(folder_defs, defs_pricing)
 
 # Define the pricing pipeline job that materializes the assets and downstream dbt model
@@ -20,14 +20,14 @@ def defs():
     selection=dg.AssetSelection.assets(build_dataframe).downstream(include_self=True),
 )
 
-price_schedule = dg.ScheduleDefinition(
+price_schedule: dg.ScheduleDefinition = dg.ScheduleDefinition(
     name="price_schedule",
-    cron_schedule="31 21 * * *",
+    cron_schedule="0 14 * * *",
     target=pricing_pipeline_job,
     execution_timezone="America/Los_Angeles",
 )
 
-defs_pricing = dg.Definitions(
+defs_pricing: dg.Definitions = dg.Definitions(
     assets=[build_dataframe, load_pricing_data, data_quality_checks_on_pricing],
     jobs=[pricing_pipeline_job],
     schedules=[price_schedule],
diff --git a/card_data/pipelines/defs/extract/extract_data.py b/card_data/pipelines/defs/extract/extract_data.py
deleted file mode 100644
index 2e95051..0000000
--- a/card_data/pipelines/defs/extract/extract_data.py
+++ /dev/null
@@ -1,191 +0,0 @@
-import time
-import json
-
-import dagster as dg
-import polars as pl
-
-from pydantic import BaseModel, HttpUrl, ValidationError
-from typing import Optional
-from termcolor import colored
-
-import requests
-
-
-class Series(BaseModel):
-    id: str
-    name: str
-    logo: Optional[HttpUrl] = None
-
-
-class Set(BaseModel):
-    series_id: str
-    set_id: str
-    set_name: str
-    official_card_count: int | None
-    total_card_count: int | None
-    logo: Optional[str] = None
-    symbol: Optional[str] = None
-
-
-@dg.asset(kinds={"API", "Polars", "Pydantic"})
-def extract_series_data() -> pl.DataFrame:
-    url: str = "https://api.tcgdex.net/v2/en/series"
-    data = requests.get(url).json()
-
-    # Pydantic validation
-    try:
-        validated: list[Series] = [Series(**item) for item in data]
-        print(
-            colored(" ✓", "green"), "Pydantic validation passed for all series entries."
-        )
-    except ValidationError as e:
-        print(colored(" ✖", "red"), "Pydantic validation failed.")
-        print(e)
-        raise
-
-    filtered = [
-        s.model_dump(mode="json") for s in validated if s.id in ["swsh", "sv", "me"]
-    ]
-    return pl.DataFrame(filtered)
-
-
-@dg.asset(kinds={"API", "Polars", "Pydantic"}, name="extract_set_data")
-def extract_set_data() -> pl.DataFrame:
-    url_list = [
-        "https://api.tcgdex.net/v2/en/series/me",
-        "https://api.tcgdex.net/v2/en/series/sv",
-        "https://api.tcgdex.net/v2/en/series/swsh",
-    ]
-
-    flat: list[dict] = []
-
-    for url in url_list:
-        data = requests.get(url).json()
-        series_id = data.get("id")
-
-        for s in data.get("sets", []):
-            entry = {
-                "series_id": series_id,
-                "set_id": s.get("id"),
-                "set_name": s.get("name"),
-                "official_card_count": s.get("cardCount", {}).get("official"),
-                "total_card_count": s.get("cardCount", {}).get("total"),
-                "logo": s.get("logo"),
-                "symbol": s.get("symbol"),
-            }
-            flat.append(entry)
-
-    # Pydantic validation
-    try:
-        validated: list[Set] = [Set(**item) for item in flat]
-        print(colored(" ✓", "green"), "Pydantic validation passed for all set entries.")
-    except ValidationError as e:
-        print(colored(" ✖", "red"), "Pydantic validation failed.")
-        print(e)
-        raise
-
-    return pl.DataFrame([s.model_dump(mode="json") for s in validated])
-
-
-@dg.asset(kinds={"API"}, name="extract_card_url_from_set_data")
-def extract_card_url_from_set() -> list:
-    urls = ["https://api.tcgdex.net/v2/en/sets/me02"]
-
-    all_card_urls = []
-
-    for url in urls:
-        try:
-            r = requests.get(url)
-            r.raise_for_status()
-
-            data = r.json()["cards"]
-
-            set_card_urls = [
-                f"https://api.tcgdex.net/v2/en/cards/{card['id']}"
-                for card in data
-                if "-TG" not in card["id"]
-            ]
-            all_card_urls.extend(set_card_urls)
-
-            time.sleep(0.1)
-
-        except requests.RequestException as e:
-            print(f"Failed to fetch set {url}: {e}")
-
-    return all_card_urls
-
-
-@dg.asset(kinds={"API"}, name="extract_card_info")
-def extract_card_info(extract_card_url_from_set_data: list) -> list:
-    card_url_list = extract_card_url_from_set_data
-    cards_list = []
-
-    for url in card_url_list:
-        try:
-            r = requests.get(url)
-            r.raise_for_status()
-            data = r.json()
-            cards_list.append(data)
-            print(f"Retrieved card: {data['id']} - {data.get('name', 'Unknown')}")
-            time.sleep(0.1)
-        except requests.RequestException as e:
-            print(f"Failed to fetch {url}: {e}")
-
-    return cards_list
-
-
-@dg.asset(kinds={"Polars"}, name="create_card_dataframe")
-def create_card_dataframe(extract_card_info: list) -> pl.DataFrame:
-    cards_list = extract_card_info
-
-    all_flat_cards = []
-
-    for card in cards_list:
-        flat = {}
-
-        # Copy top-level scalar values
-        scalar_keys = [
-            "category",
-            "hp",
-            "id",
-            "illustrator",
-            "image",
-            "localId",
-            "name",
-            "rarity",
-            "regulationMark",
-            "retreat",
-            "stage",
-        ]
-        for key in scalar_keys:
-            flat[key] = card.get(key)
-
-        # Flatten nested dicts with prefixes
-        for key, value in card.get("legal", {}).items():
-            flat[f"legal_{key}"] = value
-
-        for key, value in card.get("set", {}).items():
-            if isinstance(value, dict):
-                for sub_key, sub_val in value.items():
-                    flat[f"set_{key}_{sub_key}"] = sub_val
-            else:
-                flat[f"set_{key}"] = value
-
-        # Flatten types (list of strings)
-        flat["types"] = ", ".join(card.get("types", []))
-
-        flat["attacks_json"] = json.dumps(card.get("attacks", []), ensure_ascii=False)
-
-        attacks = card.get("attacks", [])
-        for i, atk in enumerate(attacks):
-            prefix = f"attack_{i + 1}"
-            flat[f"{prefix}_name"] = atk.get("name")
-            flat[f"{prefix}_damage"] = atk.get("damage")
-            flat[f"{prefix}_effect"] = atk.get("effect")
-            flat[f"{prefix}_cost"] = ", ".join(atk.get("cost", []))
-
-        all_flat_cards.append(flat)
-
-    df = pl.DataFrame(all_flat_cards)
-
-    return df
diff --git a/card_data/pipelines/defs/extract/extract_pricing_data.py b/card_data/pipelines/defs/extract/tcgcsv/extract_pricing.py
similarity index 100%
rename from card_data/pipelines/defs/extract/extract_pricing_data.py
rename to card_data/pipelines/defs/extract/tcgcsv/extract_pricing.py
diff --git a/card_data/pipelines/defs/extract/tcgdex/extract_cards.py b/card_data/pipelines/defs/extract/tcgdex/extract_cards.py
new file mode 100644
index 0000000..cf6f350
--- /dev/null
+++ b/card_data/pipelines/defs/extract/tcgdex/extract_cards.py
@@ -0,0 +1,114 @@
+import json
+import time
+
+import dagster as dg
+import polars as pl
+import requests
+
+from ....utils.json_retriever import fetch_json
+
+
+@dg.asset(kinds={"API"}, name="extract_card_url_from_set_data")
+def extract_card_url_from_set() -> list:
+    urls = ["https://api.tcgdex.net/v2/en/sets/me02"]
+
+    all_card_urls = []
+
+    for url in urls:
+        try:
+            data: dict = fetch_json(url)["cards"]
+
+            # This could be a list comprehension, but I find those hard to read so, I prefer to use .append
+            set_card_urls = []
+            for card in data:
+                card_id = card["id"]
+
+                # Skip special variant cards (Trainer Gallery and Shiny Vault)
+                if "-TG" in card_id or "-SV" in card_id or "-GG" in card_id:
+                    continue
+
+                url = f"https://api.tcgdex.net/v2/en/cards/{card_id}"
+                set_card_urls.append(url)
+
+            all_card_urls.extend(set_card_urls)
+
+            time.sleep(0.1)
+
+        except (requests.RequestException, requests.Timeout, KeyError) as e:
+            print(f"Failed to fetch set {url}: {e}")
+
+    return all_card_urls
+
+
+@dg.asset(kinds={"API"}, name="extract_card_info")
+def extract_card_info(extract_card_url_from_set_data: list) -> list:
+    card_url_list = extract_card_url_from_set_data
+    cards_list = []
+
+    for url in card_url_list:
+        try:
+            data: dict = fetch_json(url)
+            cards_list.append(data)
+            print(f"Retrieved card: {data['id']} - {data.get('name', 'Unknown')}")
+            time.sleep(0.1)
+        except (requests.RequestException, requests.Timeout, KeyError) as e:
+            print(f"Failed to fetch {url}: {e}")
+
+    return cards_list
+
+
+@dg.asset(kinds={"Polars"}, name="create_card_dataframe")
+def create_card_dataframe(extract_card_info: list) -> pl.DataFrame:
+    cards_list = extract_card_info
+
+    all_flat_cards = []
+
+    for card in cards_list:
+        flat = {}
+
+        # Copy top-level scalar values
+        scalar_keys = [
+            "category",
+            "hp",
+            "id",
+            "illustrator",
+            "image",
+            "localId",
+            "name",
+            "rarity",
+            "regulationMark",
+            "retreat",
+            "stage",
+        ]
+        for key in scalar_keys:
+            flat[key] = card.get(key)
+
+        # Flatten nested dicts with prefixes
+        for key, value in card.get("legal", {}).items():
+            flat[f"legal_{key}"] = value
+
+        for key, value in card.get("set", {}).items():
+            if isinstance(value, dict):
+                for sub_key, sub_val in value.items():
+                    flat[f"set_{key}_{sub_key}"] = sub_val
+            else:
+                flat[f"set_{key}"] = value
+
+        # Flatten types (list of strings)
+        flat["types"] = ", ".join(card.get("types", []))
+
+        flat["attacks_json"] = json.dumps(card.get("attacks", []), ensure_ascii=False)
+
+        attacks = card.get("attacks", [])
+        for i, atk in enumerate(attacks):
+            prefix = f"attack_{i + 1}"
+            flat[f"{prefix}_name"] = atk.get("name")
+            flat[f"{prefix}_damage"] = atk.get("damage")
+            flat[f"{prefix}_effect"] = atk.get("effect")
+            flat[f"{prefix}_cost"] = ", ".join(atk.get("cost", []))
+
+        all_flat_cards.append(flat)
+
+    df = pl.DataFrame(all_flat_cards)
+
+    return df
diff --git a/card_data/pipelines/defs/extract/tcgdex/extract_series.py b/card_data/pipelines/defs/extract/tcgdex/extract_series.py
new file mode 100644
index 0000000..6f41efb
--- /dev/null
+++ b/card_data/pipelines/defs/extract/tcgdex/extract_series.py
@@ -0,0 +1,36 @@
+from typing import Optional
+
+import dagster as dg
+import polars as pl
+from pydantic import BaseModel, HttpUrl, ValidationError
+from termcolor import colored
+
+from ....utils.json_retriever import fetch_json
+
+
+class Series(BaseModel):
+    id: str
+    name: str
+    logo: Optional[HttpUrl] = None
+
+
+@dg.asset(kinds={"API", "Polars", "Pydantic"})
+def extract_series_data() -> pl.DataFrame:
+    url: str = "https://api.tcgdex.net/v2/en/series"
+    data: dict = fetch_json(url)
+
+    # Pydantic validation
+    try:
+        validated: list[Series] = [Series(**item) for item in data]
+        print(
+            colored(" ✓", "green"), "Pydantic validation passed for all series entries."
+        )
+    except ValidationError as e:
+        print(colored(" ✖", "red"), "Pydantic validation failed.")
+        print(e)
+        raise
+
+    filtered = [
+        s.model_dump(mode="json") for s in validated if s.id in ["swsh", "sv", "me"]
+    ]
+    return pl.DataFrame(filtered)
diff --git a/card_data/pipelines/defs/extract/tcgdex/extract_sets.py b/card_data/pipelines/defs/extract/tcgdex/extract_sets.py
new file mode 100644
index 0000000..5c635e2
--- /dev/null
+++ b/card_data/pipelines/defs/extract/tcgdex/extract_sets.py
@@ -0,0 +1,56 @@
+from typing import Optional
+
+import dagster as dg
+import polars as pl
+from pydantic import BaseModel, HttpUrl, ValidationError
+from termcolor import colored
+
+from ....utils.json_retriever import fetch_json
+
+
+class Set(BaseModel):
+    series_id: str
+    set_id: str
+    set_name: str
+    official_card_count: int | None
+    total_card_count: int | None
+    logo: Optional[str] = None
+    symbol: Optional[str] = None
+
+
+@dg.asset(kinds={"API", "Polars", "Pydantic"}, name="extract_sets_data")
+def extract_sets_data() -> pl.DataFrame:
+    url_list = [
+        "https://api.tcgdex.net/v2/en/series/me",
+        "https://api.tcgdex.net/v2/en/series/sv",
+        "https://api.tcgdex.net/v2/en/series/swsh",
+    ]
+
+    flat: list[dict] = []
+
+    for url in url_list:
+        data: dict = fetch_json(url)
+        series_id = data.get("id")
+
+        for s in data.get("sets", []):
+            entry = {
+                "series_id": series_id,
+                "set_id": s.get("id"),
+                "set_name": s.get("name"),
+                "official_card_count": s.get("cardCount", {}).get("official"),
+                "total_card_count": s.get("cardCount", {}).get("total"),
+                "logo": s.get("logo"),
+                "symbol": s.get("symbol"),
+            }
+            flat.append(entry)
+
+    # Pydantic validation
+    try:
+        validated: list[Set] = [Set(**item) for item in flat]
+        print(colored(" ✓", "green"), "Pydantic validation passed for all set entries.")
+    except ValidationError as e:
+        print(colored(" ✖", "red"), "Pydantic validation failed.")
+        print(e)
+        raise
+
+    return pl.DataFrame([s.model_dump(mode="json") for s in validated])
diff --git a/card_data/pipelines/defs/load/load_data.py b/card_data/pipelines/defs/load/load_data.py
deleted file mode 100644
index 092dff1..0000000
--- a/card_data/pipelines/defs/load/load_data.py
+++ /dev/null
@@ -1,107 +0,0 @@
-import dagster as dg
-from dagster import RetryPolicy, Backoff
-from sqlalchemy.exc import OperationalError
-from ..extract.extract_data import (
-    extract_series_data,
-    extract_set_data,
-    create_card_dataframe,
-)
-from ...utils.secret_retriever import fetch_secret
-from termcolor import colored
-import subprocess
-from pathlib import Path
-import polars as pl
-
-
-@dg.asset(
-    kinds={"Supabase", "Postgres"},
-    name="load_series_data",
-    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL)
-)
-def load_series_data(extract_series_data: pl.DataFrame) -> None:
-    database_url: str = fetch_secret()
-    table_name: str = "staging.series"
-
-    df = extract_series_data
-    try:
-        df.write_database(
-            table_name=table_name, connection=database_url, if_table_exists="replace"
-        )
-        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
-    except OperationalError as e:
-        print(colored(" ✖", "red"), "Connection error in load_series_data():", e)
-        raise
-
-
-@dg.asset(
-    deps=[load_series_data],
-    kinds={"Soda"},
-    name="quality_checks_series"
-)
-def data_quality_check_on_series() -> None:
-    current_file_dir = Path(__file__).parent
-    print(f"Setting cwd to: {current_file_dir}")
-
-    result = subprocess.run(
-        [
-            "soda",
-            "scan",
-            "-d",
-            "supabase",
-            "-c",
-            "../../soda/configuration.yml",
-            "../../soda/checks.yml",
-        ],
-        capture_output=True,
-        text=True,
-        cwd=current_file_dir,
-    )
-
-    # Print output for debugging
-    if result.stdout:
-        print(result.stdout)
-    if result.stderr:
-        print(result.stderr)
-
-    if result.returncode != 0:
-        raise Exception(f"Soda data quality checks failed with return code {result.returncode}")
-
-
-@dg.asset(
-    kinds={"Supabase", "Postgres"},
-    name="load_set_data",
-    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL)
-)
-def load_set_data(extract_set_data: pl.DataFrame) -> None:
-    database_url: str = fetch_secret()
-    table_name: str = "staging.sets"
-
-    df = extract_set_data
-    try:
-        df.write_database(
-            table_name=table_name, connection=database_url, if_table_exists="replace"
-        )
-        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
-    except OperationalError as e:
-        print(colored(" ✖", "red"), "Connection error in load_set_data():", e)
-        raise
-
-
-@dg.asset(
-    kinds={"Supabase", "Postgres"},
-    name="load_card_data",
-    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL)
-)
-def load_card_data(create_card_dataframe: pl.DataFrame) -> None:
-    database_url: str = fetch_secret()
-    table_name: str = "staging.cards"
-
-    df = create_card_dataframe
-    try:
-        df.write_database(
-            table_name=table_name, connection=database_url, if_table_exists="append"
-        )
-        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
-    except OperationalError as e:
-        print(colored(" ✖", "red"), "Connection error in load_card_data():", e)
-        raise
\ No newline at end of file
diff --git a/card_data/pipelines/defs/load/load_pricing_data.py b/card_data/pipelines/defs/load/tcgcsv/load_pricing.py
similarity index 87%
rename from card_data/pipelines/defs/load/load_pricing_data.py
rename to card_data/pipelines/defs/load/tcgcsv/load_pricing.py
index cce644f..28dfcdd 100644
--- a/card_data/pipelines/defs/load/load_pricing_data.py
+++ b/card_data/pipelines/defs/load/tcgcsv/load_pricing.py
@@ -1,4 +1,4 @@
-import subprocess
+import subprocess # nosec
 from pathlib import Path
 
 import dagster as dg
@@ -7,7 +7,7 @@
 from sqlalchemy.exc import OperationalError
 from termcolor import colored
 
-from ...utils.secret_retriever import fetch_secret
+from ....utils.secret_retriever import fetch_secret
 
 
 @dg.asset(
@@ -37,15 +37,15 @@ def data_quality_checks_on_pricing() -> None:
     current_file_dir = Path(__file__).parent
     print(f"Setting cwd to: {current_file_dir}")
 
-    result = subprocess.run(
+    result = subprocess.run( # nosec
         [
             "soda",
             "scan",
             "-d",
             "supabase",
             "-c",
-            "../../soda/configuration.yml",
-            "../../soda/checks_pricing.yml",
+            "../../../soda/configuration.yml",
+            "../../../soda/checks_pricing.yml",
         ],
         capture_output=True,
         text=True,
diff --git a/card_data/pipelines/defs/load/tcgdex/load_cards.py b/card_data/pipelines/defs/load/tcgdex/load_cards.py
new file mode 100644
index 0000000..da3378f
--- /dev/null
+++ b/card_data/pipelines/defs/load/tcgdex/load_cards.py
@@ -0,0 +1,26 @@
+import dagster as dg
+import polars as pl
+from ....utils.secret_retriever import fetch_secret
+from dagster import Backoff, RetryPolicy
+from sqlalchemy.exc import OperationalError
+from termcolor import colored
+
+
+@dg.asset(
+    kinds={"Supabase", "Postgres"},
+    name="load_card_data",
+    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL),
+)
+def load_card_data(create_card_dataframe: pl.DataFrame) -> None:
+    database_url: str = fetch_secret()
+    table_name: str = "staging.cards"
+
+    df = create_card_dataframe
+    try:
+        df.write_database(
+            table_name=table_name, connection=database_url, if_table_exists="append"
+        )
+        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
+    except OperationalError as e:
+        print(colored(" ✖", "red"), "Connection error in load_card_data():", e)
+        raise
diff --git a/card_data/pipelines/defs/load/tcgdex/load_series.py b/card_data/pipelines/defs/load/tcgdex/load_series.py
new file mode 100644
index 0000000..225efbc
--- /dev/null
+++ b/card_data/pipelines/defs/load/tcgdex/load_series.py
@@ -0,0 +1,65 @@
+import shutil
+import subprocess  # nosec
+from pathlib import Path
+
+import dagster as dg
+import polars as pl
+from dagster import Backoff, RetryPolicy
+from sqlalchemy.exc import OperationalError
+from termcolor import colored
+
+from ....utils.secret_retriever import fetch_secret
+
+SODA_PATH = shutil.which("soda") or "soda"
+
+
+@dg.asset(
+    kinds={"Supabase", "Postgres"},
+    name="load_series_data",
+    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL),
+)
+def load_series_data(extract_series_data: pl.DataFrame) -> None:
+    database_url: str = fetch_secret()
+    table_name: str = "staging.series"
+
+    df = extract_series_data
+    try:
+        df.write_database(
+            table_name=table_name, connection=database_url, if_table_exists="replace"
+        )
+        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
+    except OperationalError as e:
+        print(colored(" ✖", "red"), "Connection error in load_series_data():", e)
+        raise
+
+
+@dg.asset(deps=[load_series_data], kinds={"Soda"}, name="data_quality_checks_on_series")
+def data_quality_check_on_series() -> None:
+    current_file_dir = Path(__file__).parent
+    print(f"Setting cwd to: {current_file_dir}")
+
+    result = subprocess.run(  # nosec B603
+        [
+            SODA_PATH,
+            "scan",
+            "-d",
+            "supabase",
+            "-c",
+            "../../../soda/configuration.yml",
+            "../../../soda/checks_series.yml",
+        ],
+        capture_output=True,
+        text=True,
+        cwd=current_file_dir,
+    )
+
+    # Print output for debugging
+    if result.stdout:
+        print(result.stdout)
+    if result.stderr:
+        print(result.stderr)
+
+    if result.returncode != 0:
+        raise Exception(
+            f"Soda data quality checks failed with return code {result.returncode}"
+        )
diff --git a/card_data/pipelines/defs/load/tcgdex/load_sets.py b/card_data/pipelines/defs/load/tcgdex/load_sets.py
new file mode 100644
index 0000000..84ff69f
--- /dev/null
+++ b/card_data/pipelines/defs/load/tcgdex/load_sets.py
@@ -0,0 +1,65 @@
+import shutil
+import subprocess  # nosec
+from pathlib import Path
+
+import dagster as dg
+import polars as pl
+from dagster import Backoff, RetryPolicy
+from sqlalchemy.exc import OperationalError
+from termcolor import colored
+
+from ....utils.secret_retriever import fetch_secret
+
+SODA_PATH = shutil.which("soda") or "soda"
+
+
+@dg.asset(
+    kinds={"Supabase", "Postgres"},
+    name="load_sets_data",
+    retry_policy=RetryPolicy(max_retries=3, delay=2, backoff=Backoff.EXPONENTIAL),
+)
+def load_sets_data(extract_sets_data: pl.DataFrame) -> None:
+    database_url: str = fetch_secret()
+    table_name: str = "staging.sets"
+
+    df = extract_sets_data
+    try:
+        df.write_database(
+            table_name=table_name, connection=database_url, if_table_exists="replace"
+        )
+        print(colored(" ✓", "green"), f"Data loaded into {table_name}")
+    except OperationalError as e:
+        print(colored(" ✖", "red"), "Connection error in load_sets_data():", e)
+        raise
+
+
+@dg.asset(deps=[load_sets_data], kinds={"Soda"}, name="data_quality_checks_on_sets")
+def data_quality_check_on_sets() -> None:
+    current_file_dir = Path(__file__).parent
+    print(f"Setting cwd to: {current_file_dir}")
+
+    result = subprocess.run(  # nosec B603
+        [
+            SODA_PATH,
+            "scan",
+            "-d",
+            "supabase",
+            "-c",
+            "../../../soda/configuration.yml",
+            "../../../soda/checks_sets.yml",
+        ],
+        capture_output=True,
+        text=True,
+        cwd=current_file_dir,
+    )
+
+    # Print output for debugging
+    if result.stdout:
+        print(result.stdout)
+    if result.stderr:
+        print(result.stderr)
+
+    if result.returncode != 0:
+        raise Exception(
+            f"Soda data quality checks failed with return code {result.returncode}"
+        )
diff --git a/card_data/pipelines/defs/transformation/transform_data.py b/card_data/pipelines/defs/transform/transform_data.py
similarity index 84%
rename from card_data/pipelines/defs/transformation/transform_data.py
rename to card_data/pipelines/defs/transform/transform_data.py
index dcb8534..474c4b9 100644
--- a/card_data/pipelines/defs/transformation/transform_data.py
+++ b/card_data/pipelines/defs/transform/transform_data.py
@@ -13,8 +13,8 @@ def get_asset_key(self, dbt_resource_props):
         if resource_type == "source":
             # Map staging sources to load assets
             source_mapping = {
-                "series": "quality_checks_series",
-                "sets": "load_set_data",
+                "series": "data_quality_checks_on_series",
+                "sets": "data_quality_checks_on_sets",
                 "cards": "load_card_data",
                 "pricing_data": "data_quality_checks_on_pricing",
             }
@@ -28,7 +28,7 @@ def get_asset_key(self, dbt_resource_props):
     manifest=DBT_PROJECT_PATH / "target" / "manifest.json",
     dagster_dbt_translator=CustomDbtTranslator()
 )
-def dbt_load_pricing_data(context: dg.AssetExecutionContext, dbt: DbtCliResource):
+def dbt_build_assets(context: dg.AssetExecutionContext, dbt: DbtCliResource):
     """
     dbt assets that transform staging data into final models.
     """
@@ -36,6 +36,6 @@ def dbt_load_pricing_data(context: dg.AssetExecutionContext, dbt: DbtCliResource
 
 dbt_resource = DbtCliResource(project_dir=DBT_PROJECT_PATH)
 defs = dg.Definitions(
-    assets=[dbt_load_pricing_data],
+    assets=[dbt_build_assets],
     resources={"dbt": dbt_resource}
 )
diff --git a/card_data/pipelines/poke_cli_dbt/dbt_project.yml b/card_data/pipelines/poke_cli_dbt/dbt_project.yml
index 2f56743..1e444bf 100644
--- a/card_data/pipelines/poke_cli_dbt/dbt_project.yml
+++ b/card_data/pipelines/poke_cli_dbt/dbt_project.yml
@@ -1,5 +1,5 @@
 name: 'poke_cli_dbt'
-version: '1.8.2'
+version: '1.8.3'
 
 profile: 'poke_cli_dbt'
 
diff --git a/card_data/pipelines/poke_cli_dbt/models/sets.sql b/card_data/pipelines/poke_cli_dbt/models/sets.sql
index 926082c..2907c56 100644
--- a/card_data/pipelines/poke_cli_dbt/models/sets.sql
+++ b/card_data/pipelines/poke_cli_dbt/models/sets.sql
@@ -4,4 +4,5 @@
 ) }}
 
 SELECT *
-FROM {{ source('staging', 'sets') }}
\ No newline at end of file
+FROM {{ source('staging', 'sets') }}
+WHERE set_id NOT IN ('fut2020', 'mep', 'svp', 'swshp')
\ No newline at end of file
diff --git a/card_data/pipelines/soda/checks.yml b/card_data/pipelines/soda/checks_series.yml
similarity index 91%
rename from card_data/pipelines/soda/checks.yml
rename to card_data/pipelines/soda/checks_series.yml
index ef3cf7d..367b634 100644
--- a/card_data/pipelines/soda/checks.yml
+++ b/card_data/pipelines/soda/checks_series.yml
@@ -1,6 +1,6 @@
 checks for series:
   # Row count validation
-  - row_count = 4
+  - row_count = 3
 
   # Schema validation checks
   - schema:
@@ -22,5 +22,4 @@ checks for series:
 
   # Data format validation - URL pattern check
   - invalid_count(logo) = 0:
-      valid regex: '^https://.*'
-
+      valid regex: '^https://.*'
\ No newline at end of file
diff --git a/card_data/pipelines/soda/checks_sets.yml b/card_data/pipelines/soda/checks_sets.yml
new file mode 100644
index 0000000..49f330d
--- /dev/null
+++ b/card_data/pipelines/soda/checks_sets.yml
@@ -0,0 +1,37 @@
+checks for sets:
+  # Row count validation
+  - row_count = 39
+
+  # Schema validation checks
+  - schema:
+      fail:
+        when required column missing: [series_id, set_id, set_name, official_card_count, total_card_count]
+        when wrong column type:
+          series_id: text
+          set_id: text
+          set_name: text
+          official_card_count: bigint
+          total_card_count: bigint
+          logo: text
+          symbol: text
+
+  # Completeness checks (required fields should not be null)
+  - missing_count(series_id) = 0
+  - missing_count(set_id) = 0
+  - missing_count(set_name) = 0
+  - missing_count(total_card_count) = 0
+
+  # Data uniqueness checks
+  - duplicate_count(set_id) = 0
+  - duplicate_count(set_name) = 0
+
+  # Data validity checks
+  - invalid_count(total_card_count) = 0:
+      valid min: 1
+
+  # URL format validation (only for non-null logos)
+  - invalid_count(logo) = 0:
+      valid regex: '^https://.*'
+
+  # Foreign key check - series_id should reference existing series
+  - values in (series_id) must exist in series (id)
\ No newline at end of file
diff --git a/card_data/pipelines/tests/extract_series_test.py b/card_data/pipelines/tests/extract_series_test.py
index c89303c..ae56888 100644
--- a/card_data/pipelines/tests/extract_series_test.py
+++ b/card_data/pipelines/tests/extract_series_test.py
@@ -6,7 +6,7 @@
 import pytest
 import polars as pl
 import responses
-from pipelines.defs.extract.extract_data import extract_series_data
+from pipelines.defs.extract.tcgdex.extract_series import extract_series_data
 
 @pytest.fixture
 def mock_api_response():
@@ -19,6 +19,7 @@ def mock_api_response():
         {"id": "sm", "name": "Sun & Moon", "logo": None},
     ]
 
+@pytest.mark.benchmark
 @responses.activate
 def test_extract_series_data_success(mock_api_response):
     """Test successful extraction and filtering"""
@@ -33,8 +34,8 @@ def test_extract_series_data_success(mock_api_response):
     result = extract_series_data()
 
     # Assertions
-    assert isinstance(result, pl.DataFrame)
-    assert len(result) == 3  # Only swsh, sv, me
-    assert set(result["id"].to_list()) == {"swsh", "sv", "me"}
-    assert "name" in result.columns
-    assert "logo" in result.columns
\ No newline at end of file
+    assert isinstance(result, pl.DataFrame) # nosec
+    assert len(result) == 3   # nosec
+    assert set(result["id"].to_list()) == {"swsh", "sv", "me"} # nosec
+    assert "name" in result.columns # nosec
+    assert "logo" in result.columns # nosec
\ No newline at end of file
diff --git a/card_data/pipelines/utils/json_retriever.py b/card_data/pipelines/utils/json_retriever.py
new file mode 100644
index 0000000..0479253
--- /dev/null
+++ b/card_data/pipelines/utils/json_retriever.py
@@ -0,0 +1,7 @@
+import requests
+
+def fetch_json(url: str, timeout: int = 30) -> dict:
+    response = requests.get(url, timeout=timeout)
+    response.raise_for_status()
+
+    return response.json()
diff --git a/card_data/pipelines/utils/secret_retriever.py b/card_data/pipelines/utils/secret_retriever.py
index 598eb3a..81cd8ec 100644
--- a/card_data/pipelines/utils/secret_retriever.py
+++ b/card_data/pipelines/utils/secret_retriever.py
@@ -3,6 +3,11 @@
 from aws_secretsmanager_caching import SecretCache, SecretCacheConfig
 
 import json
+from typing import TypedDict, cast
+
+
+class SupabaseSecret(TypedDict):
+    database_uri: str
 
 
 def fetch_secret() -> str:
@@ -10,9 +15,9 @@ def fetch_secret() -> str:
     cache_config = SecretCacheConfig()
     cache = SecretCache(config=cache_config, client=client)
 
-    secret = cache.get_secret_string("supabase")
+    secret = cast(str, cache.get_secret_string("supabase"))
 
     # convert to dictionary
-    secret_dict = json.loads(secret)
+    secret_dict: SupabaseSecret = json.loads(secret)
 
     return secret_dict["database_uri"]
diff --git a/card_data/pyproject.toml b/card_data/pyproject.toml
index bb4b679..f257343 100644
--- a/card_data/pyproject.toml
+++ b/card_data/pyproject.toml
@@ -32,6 +32,7 @@ dev = [
     "dagster-dbt>=0.27.3",
     "dagster-postgres>=0.27.3",
     "pytest>=9.0.2",
+    "pytest-codspeed>=4.2.0",
     "responses>=0.25.8",
 ]
 
@@ -49,3 +50,15 @@ override-dependencies = [
     "deepdiff==8.6.1",
     "starlette==0.49.1",
 ]
+
+[tool.pyrefly]
+search_path = [
+    "."
+]
+project-includes = [
+    "**/*.py*",
+    "**/*.ipynb",
+]
+
+[tool.bandit]
+exclude_dirs = [".venv", "logs", "supabase", "sample_scripts", "storage"]
diff --git a/card_data/uv.lock b/card_data/uv.lock
index ce60f02..ed44b61 100644
--- a/card_data/uv.lock
+++ b/card_data/uv.lock
@@ -28,16 +28,16 @@ wheels = [
 
 [[package]]
 name = "alembic"
-version = "1.16.4"
+version = "1.17.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mako" },
     { name = "sqlalchemy" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/83/52/72e791b75c6b1efa803e491f7cbab78e963695e76d4ada05385252927e76/alembic-1.16.4.tar.gz", hash = "sha256:efab6ada0dd0fae2c92060800e0bf5c1dc26af15a10e02fb4babff164b4725e2", size = 1968161, upload-time = "2025-07-10T16:17:20.192Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/02/a6/74c8cadc2882977d80ad756a13857857dbcf9bd405bc80b662eb10651282/alembic-1.17.2.tar.gz", hash = "sha256:bbe9751705c5e0f14877f02d46c53d10885e377e3d90eda810a016f9baa19e8e", size = 1988064, upload-time = "2025-11-14T20:35:04.057Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c2/62/96b5217b742805236614f05904541000f55422a6060a90d7fd4ce26c172d/alembic-1.16.4-py3-none-any.whl", hash = "sha256:b05e51e8e82efc1abd14ba2af6392897e145930c3e0a2faf2b0da2f7f7fd660d", size = 247026, upload-time = "2025-07-10T16:17:21.845Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/88/6237e97e3385b57b5f1528647addea5cc03d4d65d5979ab24327d41fb00d/alembic-1.17.2-py3-none-any.whl", hash = "sha256:f483dd1fe93f6c5d49217055e4d15b905b425b6af906746abb35b69c1996c4e6", size = 248554, upload-time = "2025-11-14T20:35:05.699Z" },
 ]
 
 [[package]]
@@ -60,25 +60,24 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.12.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
-    { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/16/ce/8a777047513153587e5434fd752e89334ac33e379aa3497db860eeb60377/anyio-4.12.0.tar.gz", hash = "sha256:73c693b567b0c55130c104d0b43a9baf3aa6a31fc6110116509f27bf75e21ec0", size = 228266, upload-time = "2025-11-28T23:37:38.911Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/9c/36c5c37947ebfb8c7f22e0eb6e4d188ee2d53aa3880f3f2744fb894f0cb1/anyio-4.12.0-py3-none-any.whl", hash = "sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb", size = 113362, upload-time = "2025-11-28T23:36:57.897Z" },
 ]
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/b0/1367933a8532ee6ff8d63537de4f1177af4bff9f3e829baf7331f595bb24/attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b", size = 812032, upload-time = "2025-03-13T11:10:22.779Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
 ]
 
 [[package]]
@@ -113,29 +112,29 @@ wheels = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.5"
+version = "4.14.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/85/2e/3e5079847e653b1f6dc647aa24549d68c6addb4c595cc0d902d1b19308ad/beautifulsoup4-4.13.5.tar.gz", hash = "sha256:5e70131382930e7c3de33450a2f54a63d5e4b19386eab43a5b34d594268f3695", size = 622954, upload-time = "2025-08-24T14:06:13.168Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b0/1c6a16426d389813b48d95e26898aff79abbde42ad353958ad95cc8c9b21/beautifulsoup4-4.14.3.tar.gz", hash = "sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86", size = 627737, upload-time = "2025-11-30T15:08:26.084Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
 ]
 
 [[package]]
 name = "botocore"
-version = "1.39.4"
+version = "1.42.16"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jmespath" },
     { name = "python-dateutil" },
     { name = "urllib3" },
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+sdist = { url = "https://files.pythonhosted.org/packages/cf/eb/d91fb1fb288ba896392d68f89881f5f26bc5b51f8da28697c77f05bc44e8/botocore-1.42.16.tar.gz", hash = "sha256:29ee8555cd5d5023350405387cedcf3fe1c7f02fcb8060bf9e01602487482c25", size = 14914600, upload-time = "2025-12-23T20:44:11.025Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/a2/98/c7c26ff399994e2b1119cc36027aaae46b9d646a49b70a82c2622e44c94b/botocore-1.42.16-py3-none-any.whl", hash = "sha256:b1f584a0f8645c12e07bf6ec9c18e05221a789f2a9b2d3c6291deb42f8c1c542", size = 14585775, upload-time = "2025-12-23T20:44:08.092Z" },
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 [[package]]
@@ -157,9 +156,8 @@ dependencies = [
     { name = "psycopg2-binary" },
     { name = "pyarrow" },
     { name = "pydantic" },
-    { name = "pytest" },
+    { name = "pytest-codspeed" },
     { name = "requests" },
-    { name = "responses" },
     { name = "soda-core-postgres" },
     { name = "sqlalchemy" },
     { name = "termcolor" },
@@ -171,6 +169,8 @@ dev = [
     { name = "dagster-dg-cli" },
     { name = "dagster-postgres" },
     { name = "dagster-webserver" },
+    { name = "pytest" },
+    { name = "responses" },
 ]
 
 [package.metadata]
@@ -189,9 +189,8 @@ requires-dist = [
     { name = "psycopg2-binary", specifier = ">=2.9.10" },
     { name = "pyarrow", specifier = ">=20.0.0" },
     { name = "pydantic", specifier = ">=2.11.7" },
-    { name = "pytest", specifier = ">=9.0.2" },
+    { name = "pytest-codspeed", specifier = ">=4.2.0" },
     { name = "requests", specifier = ">=2.32.4" },
-    { name = "responses", specifier = ">=0.25.8" },
     { name = "soda-core-postgres", specifier = ">=3.5.5" },
     { name = "sqlalchemy", specifier = ">=2.0.41" },
     { name = "termcolor", specifier = ">=3.1.0" },
@@ -203,95 +202,143 @@ dev = [
     { name = "dagster-dg-cli" },
     { name = "dagster-postgres", specifier = ">=0.27.3" },
     { name = "dagster-webserver" },
+    { name = "pytest", specifier = ">=9.0.2" },
+    { name = "responses", specifier = ">=0.25.8" },
 ]
 
 [[package]]
 name = "certifi"
-version = "2025.7.14"
+version = "2025.11.12"
 source = { registry = "https://pypi.org/simple" }
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 ]
 
 [[package]]
 name = "yaspin"
-version = "2.2.0"
+version = "3.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "termcolor-whl" },
+    { name = "termcolor" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8a/72/1e48cfce02ae64941973b3c4e8677a45204e9110a4064513cc9e72eb0f63/yaspin-2.2.0.tar.gz", hash = "sha256:febdf35f3e0e45845dc2caa79a18780f9ec7a85a37a9a2c0389b314ba82d8912", size = 35071, upload-time = "2022-08-05T08:44:40.102Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/8d/c5/826a862dcfcb9e85321f96d6f1b4b96b3b9bf37df6f63dce9cffd0b17053/yaspin-3.4.0.tar.gz", hash = "sha256:a83a81ac7a9d161e116fb668a7e4d10d87fb18d02b4b08a17b7e472f465f3c90", size = 42396, upload-time = "2025-12-06T12:33:51.889Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/93/6f/7403e6ae864a0a7f1cdd8814d39690062766e141339127f2b3469201ff6f/yaspin-3.4.0-py3-none-any.whl", hash = "sha256:2a40572a38d39846d0df0a421733459481b7da17789f7a2618c3181bb0a82819", size = 21822, upload-time = "2025-12-06T12:33:50.633Z" },
 ]
 
 [[package]]
diff --git a/cli.go b/cli.go
index 906856b..1f2add9 100644
--- a/cli.go
+++ b/cli.go
@@ -117,7 +117,10 @@ func runCLI(args []string) int {
 		"speed":   utils.HandleCommandOutput(speed.SpeedCommand),
 		"types":   utils.HandleCommandOutput(types.TypesCommand),
 		"search": func() int {
-			search.SearchCommand()
+			if err := search.SearchCommand(); err != nil {
+				fmt.Println(styling.ErrorColor.Render("error:"), err)
+				return 1
+			}
 			return 0
 		},
 	}
diff --git a/cli_test.go b/cli_test.go
index 2e9709c..80134c5 100644
--- a/cli_test.go
+++ b/cli_test.go
@@ -2,12 +2,13 @@ package main
 
 import (
 	"bytes"
-	"github.com/digitalghost-dev/poke-cli/cmd/utils"
-	"github.com/digitalghost-dev/poke-cli/styling"
-	"github.com/stretchr/testify/assert"
 	"os"
 	"regexp"
 	"testing"
+
+	"github.com/digitalghost-dev/poke-cli/cmd/utils"
+	"github.com/digitalghost-dev/poke-cli/styling"
+	"github.com/stretchr/testify/assert"
 )
 
 func TestCurrentVersion(t *testing.T) {
@@ -24,7 +25,7 @@ func TestCurrentVersion(t *testing.T) {
 		{
 			name:           "Version set to (devel)",
 			version:        "(devel)",
-			expectedOutput: "Version: (devel)\n", // Simplified assumption
+			expectedOutput: "Version: (devel)\n",
 		},
 	}
 
@@ -34,15 +35,12 @@ func TestCurrentVersion(t *testing.T) {
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			// Set the version for this test case
 			version = tt.version
 
-			// Redirect stdout to capture the output
 			r, w, _ := os.Pipe()
 			oldStdout := os.Stdout
 			os.Stdout = w
 
-			// Call the function
 			currentVersion()
 
 			// Close the writer and restore stdout
@@ -58,7 +56,6 @@ func TestCurrentVersion(t *testing.T) {
 				t.Fatalf("Failed to read from pipe: %v", err)
 			}
 
-			// Compare the output with the expected result
 			got := buf.String()
 			if got != tt.expectedOutput {
 				t.Errorf("Expected %q, got %q", tt.expectedOutput, got)
@@ -140,6 +137,7 @@ func TestRunCLI_VariousCommands(t *testing.T) {
 		{"Latest flag short", []string{"-l"}, 0},
 		{"Version flag long", []string{"--version"}, 0},
 		{"Version flag short", []string{"-v"}, 0},
+		{"Search command with invalid args", []string{"search", "pokemon", "extra-arg"}, 1},
 		//{"Missing Pokémon name", []string{"pokemon"}, 1},
 		//{"Another invalid command", []string{"invalid"}, 1},
 	}
@@ -156,7 +154,7 @@ func TestRunCLI_VariousCommands(t *testing.T) {
 
 func TestMainFunction(t *testing.T) {
 	originalExit := exit
-	defer func() { exit = originalExit }() // Restore original exit after test
+	defer func() { exit = originalExit }()
 
 	tests := []struct {
 		name           string
diff --git a/cmd/ability/ability.go b/cmd/ability/ability.go
index bbb3921..f128144 100644
--- a/cmd/ability/ability.go
+++ b/cmd/ability/ability.go
@@ -31,7 +31,7 @@ func AbilityCommand() (string, error) {
 		output.WriteString(helpMessage)
 	}
 
-	abilityFlags, pokemonFlag, shortPokemonFlag := flags.SetupAbilityFlagSet()
+	af := flags.SetupAbilityFlagSet()
 
 	args := os.Args
 
@@ -50,9 +50,9 @@ func AbilityCommand() (string, error) {
 	endpoint := strings.ToLower(args[1])
 	abilityName := strings.ToLower(args[2])
 
-	if err := abilityFlags.Parse(args[3:]); err != nil {
+	if err := af.FlagSet.Parse(args[3:]); err != nil {
 		output.WriteString(fmt.Sprintf("error parsing flags: %v\n", err))
-		abilityFlags.Usage()
+		af.FlagSet.Usage()
 
 		return output.String(), err
 	}
@@ -100,7 +100,7 @@ func AbilityCommand() (string, error) {
 		output.WriteString(fmt.Sprintf("%s Effect: %s", styling.ColoredBullet, englishShortEffect))
 	}
 
-	if *pokemonFlag || *shortPokemonFlag {
+	if *af.Pokemon || *af.ShortPokemon {
 		if err := flags.PokemonAbilitiesFlag(&output, endpoint, abilityName); err != nil {
 			output.WriteString(fmt.Sprintf("error parsing flags: %v\n", err))
 			return output.String(), fmt.Errorf("error parsing flags: %w", err)
diff --git a/cmd/berry/berry.go b/cmd/berry/berry.go
index 74d2ca9..22f9978 100644
--- a/cmd/berry/berry.go
+++ b/cmd/berry/berry.go
@@ -44,7 +44,10 @@ func BerryCommand() (string, error) {
 		return output.String(), err
 	}
 
-	tableGeneration()
+	if err := tableGeneration(); err != nil {
+		output.WriteString(err.Error())
+		return output.String(), err
+	}
 
 	return output.String(), nil
 }
@@ -114,7 +117,7 @@ func (m model) View() string {
 		styling.KeyMenu.Render("↑ (move up) • ↓ (move down)\nctrl+c | esc (quit)"))
 }
 
-func tableGeneration() {
+func tableGeneration() error {
 	namesList, err := connections.QueryBerryData(`
 		SELECT 
 		    UPPER(SUBSTR(name, 1, 1)) || SUBSTR(name, 2)
@@ -152,7 +155,8 @@ func tableGeneration() {
 	_, err = tea.NewProgram(m).Run()
 
 	if err != nil {
-		fmt.Println("Error running program:", err)
-		os.Exit(1)
+		return fmt.Errorf("error running program: %w", err)
 	}
+
+	return nil
 }
diff --git a/cmd/berry/berry_test.go b/cmd/berry/berry_test.go
index fee3ec9..9632ef5 100644
--- a/cmd/berry/berry_test.go
+++ b/cmd/berry/berry_test.go
@@ -4,8 +4,14 @@ import (
 	"os"
 	"strings"
 	"testing"
+	"time"
 
 	"github.com/charmbracelet/bubbles/table"
+	tea "github.com/charmbracelet/bubbletea"
+	"github.com/charmbracelet/lipgloss"
+	"github.com/charmbracelet/x/exp/teatest"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
 )
 
 func TestBerryCommand(t *testing.T) {
@@ -159,3 +165,103 @@ func TestModelViewWithSelectedBerry(t *testing.T) {
 		}
 	}
 }
+
+// createTestModel creates a model with test data for testing without database calls
+func createTestModel() model {
+	rows := []table.Row{
+		{"Aguav"},
+		{"Aspear"},
+		{"Cheri"},
+		{"Chesto"},
+		{"Oran"},
+	}
+
+	t := table.New(
+		table.WithColumns([]table.Column{{Title: "Berry", Width: 16}}),
+		table.WithRows(rows),
+		table.WithFocused(true),
+		table.WithHeight(5),
+	)
+
+	s := table.DefaultStyles()
+	s.Header = s.Header.
+		BorderStyle(lipgloss.NormalBorder()).
+		BorderForeground(lipgloss.Color("#FFCC00")).
+		BorderBottom(true)
+	s.Selected = s.Selected.
+		Foreground(lipgloss.Color("#000")).
+		Background(lipgloss.Color("#FFCC00"))
+	t.SetStyles(s)
+
+	return model{table: t}
+}
+
+func TestTableNavigation(t *testing.T) {
+	m := createTestModel()
+	testModel := teatest.NewTestModel(t, m, teatest.WithInitialTermSize(100, 50))
+
+	// Navigate down twice
+	testModel.Send(tea.KeyMsg{Type: tea.KeyDown})
+	testModel.Send(tea.KeyMsg{Type: tea.KeyDown})
+
+	// Navigate back up once
+	testModel.Send(tea.KeyMsg{Type: tea.KeyUp})
+
+	// Quit the program
+	testModel.Send(tea.KeyMsg{Type: tea.KeyCtrlC})
+	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond))
+
+	final := testModel.FinalModel(t).(model)
+
+	if !final.quitting {
+		t.Errorf("Expected model to be quitting after ctrl+c")
+	}
+
+	// After down, down, up from first row, we should be on second row (index 1 = "Aspear")
+	if final.selectedOption != "Aspear" {
+		t.Errorf("Expected selectedOption to be 'Aspear', got %q", final.selectedOption)
+	}
+}
+
+func TestTableQuitWithEscape(t *testing.T) {
+	m := createTestModel()
+	testModel := teatest.NewTestModel(t, m, teatest.WithInitialTermSize(100, 50))
+
+	// Quit with escape
+	testModel.Send(tea.KeyMsg{Type: tea.KeyEsc})
+	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond))
+
+	final := testModel.FinalModel(t).(model)
+
+	if !final.quitting {
+		t.Errorf("Expected model to be quitting after escape")
+	}
+}
+
+func TestTableInitialSelection(t *testing.T) {
+	m := createTestModel()
+	testModel := teatest.NewTestModel(t, m, teatest.WithInitialTermSize(100, 50))
+
+	// Don't navigate, just quit immediately
+	testModel.Send(tea.KeyMsg{Type: tea.KeyCtrlC})
+	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond))
+
+	final := testModel.FinalModel(t).(model)
+
+	// First row should be selected by default
+	if final.selectedOption != "Aguav" {
+		t.Errorf("Expected initial selectedOption to be 'Aguav', got %q", final.selectedOption)
+	}
+}
+
+func TestBerryCommandValidationError(t *testing.T) {
+	originalArgs := os.Args
+	defer func() { os.Args = originalArgs }()
+
+	// Set os.Args with extra argument to trigger validation error
+	os.Args = []string{"poke-cli", "berry", "cheri", "extra-arg"}
+
+	output, err := BerryCommand()
+	require.Error(t, err, "BerryCommand should return error for invalid args")
+	assert.Contains(t, output, "Error", "Output should contain error message")
+}
diff --git a/cmd/card/cardlist_test.go b/cmd/card/cardlist_test.go
index 322bd0b..36a2b17 100644
--- a/cmd/card/cardlist_test.go
+++ b/cmd/card/cardlist_test.go
@@ -2,6 +2,8 @@ package card
 
 import (
 	"errors"
+	"net/http"
+	"net/http/httptest"
 	"strings"
 	"testing"
 
@@ -117,37 +119,6 @@ func TestCardsModel_Update_SpaceBar(t *testing.T) {
 	}
 }
 
-func TestCardsModel_Update_SelectionSync(t *testing.T) {
-	rows := []table.Row{
-		{"001/198 - Bulbasaur"},
-		{"002/198 - Ivysaur"},
-	}
-	columns := []table.Column{
-		{Title: "Card Name", Width: 35},
-	}
-	tbl := table.New(
-		table.WithColumns(columns),
-		table.WithRows(rows),
-		table.WithFocused(true),
-	)
-
-	model := CardsModel{
-		Table:          tbl,
-		SelectedOption: "",
-	}
-
-	// Simulate a key press that won't quit (e.g., arrow down)
-	msg := tea.KeyMsg{Type: tea.KeyDown}
-	newModel, _ := model.Update(msg)
-
-	resultModel := newModel.(CardsModel)
-
-	// The selected option should be updated to the current row
-	if resultModel.SelectedOption == "" {
-		t.Error("SelectedOption should be synced after table update")
-	}
-}
-
 func TestCardsModel_View_Quitting(t *testing.T) {
 	model := CardsModel{
 		Quitting: true,
@@ -160,41 +131,6 @@ func TestCardsModel_View_Quitting(t *testing.T) {
 	}
 }
 
-func TestCardsModel_View_Normal(t *testing.T) {
-	rows := []table.Row{
-		{"001/198 - Bulbasaur"},
-	}
-	columns := []table.Column{
-		{Title: "Card Name", Width: 35},
-	}
-	tbl := table.New(
-		table.WithColumns(columns),
-		table.WithRows(rows),
-		table.WithFocused(true),
-	)
-
-	priceMap := map[string]string{
-		"001/198 - Bulbasaur": "Price: $1.50",
-	}
-
-	model := CardsModel{
-		Table:    tbl,
-		PriceMap: priceMap,
-		Quitting: false,
-	}
-
-	result := model.View()
-
-	if result == "" {
-		t.Error("View() should not return empty string in normal state")
-	}
-
-	// Check that it contains the key menu
-	if !strings.Contains(result, "move up") {
-		t.Error("View() should contain key menu instructions")
-	}
-}
-
 func TestCardsModel_View_PriceDisplay(t *testing.T) {
 	rows := []table.Row{
 		{"001/198 - Bulbasaur"},
@@ -365,3 +301,52 @@ func TestCardsList_EmptyResult(t *testing.T) {
 		t.Error("expected view to render with empty data")
 	}
 }
+
+func TestCallCardData_SendsHeadersAndReturnsBody(t *testing.T) {
+	// Start a test HTTP server that validates headers and returns a body
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if got := r.Header.Get("apikey"); got != "sb_publishable_oondaaAIQC-wafhEiNgpSQ_reRiEp7j" {
+			t.Fatalf("missing or wrong apikey header: %q", got)
+		}
+		if got := r.Header.Get("Authorization"); got != "Bearer sb_publishable_oondaaAIQC-wafhEiNgpSQ_reRiEp7j" {
+			t.Fatalf("missing or wrong Authorization header: %q", got)
+		}
+		if got := r.Header.Get("Content-Type"); got != "application/json" {
+			t.Fatalf("missing or wrong Content-Type header: %q", got)
+		}
+
+		w.WriteHeader(http.StatusOK)
+		_, _ = w.Write([]byte(`{"ok":true}`))
+	}))
+	defer srv.Close()
+
+	body, err := CallCardData(srv.URL)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if string(body) != `{"ok":true}` {
+		t.Fatalf("unexpected body: %s", string(body))
+	}
+}
+
+func TestCallCardData_Non200Error(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		http.Error(w, "boom", http.StatusInternalServerError)
+	}))
+	defer srv.Close()
+
+	_, err := CallCardData(srv.URL)
+	if err == nil {
+		t.Fatal("expected error for non-200 status")
+	}
+	if !strings.Contains(err.Error(), "unexpected status code: 500") {
+		t.Fatalf("error should mention status code, got: %v", err)
+	}
+}
+
+func TestCallCardData_BadURL(t *testing.T) {
+	_, err := CallCardData("http://%41:80/") // invalid URL host
+	if err == nil {
+		t.Fatal("expected error for bad URL")
+	}
+}
diff --git a/cmd/pokemon/pokemon.go b/cmd/pokemon/pokemon.go
index 8bf8f91..918fae1 100644
--- a/cmd/pokemon/pokemon.go
+++ b/cmd/pokemon/pokemon.go
@@ -45,7 +45,7 @@ func PokemonCommand() (string, error) {
 		output.WriteString(helpMessage)
 	}
 
-	pokeFlags, abilitiesFlag, shortAbilitiesFlag, defenseFlag, shortDefenseFlag, imageFlag, shortImageFlag, moveFlag, shortMoveFlag, statsFlag, shortStatsFlag, typesFlag, shortTypesFlag := flags.SetupPokemonFlagSet()
+	pf := flags.SetupPokemonFlagSet()
 
 	args := os.Args
 
@@ -65,10 +65,10 @@ func PokemonCommand() (string, error) {
 	endpoint := strings.ToLower(args[1])
 	pokemonName := strings.ToLower(args[2])
 
-	if err := pokeFlags.Parse(args[3:]); err != nil {
+	if err := pf.FlagSet.Parse(args[3:]); err != nil {
 		fmt.Printf("error parsing flags: %v\n", err)
-		pokeFlags.Usage()
-		os.Exit(1)
+		pf.FlagSet.Usage()
+		return output.String(), err
 	}
 
 	pokemonStruct, pokemonName, err := connections.PokemonApiCall(endpoint, pokemonName, connections.APIURL)
@@ -199,11 +199,11 @@ func PokemonCommand() (string, error) {
 		capitalizedString, entryOutput.String(), typeOutput.String(), metricsOutput.String(), speciesOutput.String(), eggGroupOutput.String(),
 	))
 
-	if *imageFlag != "" || *shortImageFlag != "" {
+	if *pf.Image != "" || *pf.ShortImage != "" {
 		// Determine the size based on the provided flags
-		size := *imageFlag
-		if *shortImageFlag != "" {
-			size = *shortImageFlag
+		size := *pf.Image
+		if *pf.ShortImage != "" {
+			size = *pf.ShortImage
 		}
 
 		// Call the ImageFlag function with the specified size
@@ -217,11 +217,11 @@ func PokemonCommand() (string, error) {
 		condition bool
 		flagFunc  func(io.Writer, string, string) error
 	}{
-		{*abilitiesFlag || *shortAbilitiesFlag, flags.AbilitiesFlag},
-		{*defenseFlag || *shortDefenseFlag, flags.DefenseFlag},
-		{*moveFlag || *shortMoveFlag, flags.MovesFlag},
-		{*typesFlag || *shortTypesFlag, flags.TypesFlag},
-		{*statsFlag || *shortStatsFlag, flags.StatsFlag},
+		{*pf.Abilities || *pf.ShortAbilities, flags.AbilitiesFlag},
+		{*pf.Defense || *pf.ShortDefense, flags.DefenseFlag},
+		{*pf.Move || *pf.ShortMove, flags.MovesFlag},
+		{*pf.Stats || *pf.ShortStats, flags.StatsFlag},
+		{*pf.Types || *pf.ShortTypes, flags.TypesFlag},
 	}
 
 	for _, check := range flagChecks {
diff --git a/cmd/search/model_selection_test.go b/cmd/search/model_selection_test.go
index d240efd..05786d8 100644
--- a/cmd/search/model_selection_test.go
+++ b/cmd/search/model_selection_test.go
@@ -17,7 +17,7 @@ func TestSelection(t *testing.T) {
 	testModel.Send(tea.KeyMsg{Type: tea.KeyEnter})
 
 	testModel.Send(tea.KeyMsg{Type: tea.KeyCtrlC})
-	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond)) // optional timeout safety
+	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond))
 
 	final := testModel.FinalModel(t).(Model)
 
@@ -39,16 +39,16 @@ func TestChoiceClamping(t *testing.T) {
 	model := initialModel()
 	testModel := teatest.NewTestModel(t, model)
 
-	// Move down twice: this should attempt to exceed max Choice
+	// Move down twice, this should attempt to exceed max Choice
 	testModel.Send(tea.KeyMsg{Type: tea.KeyDown}) // 0 → 1
 	testModel.Send(tea.KeyMsg{Type: tea.KeyDown}) // 1 → 2, but should clamp to 1
 
-	// Move up three times: this should attempt to go below 0
+	// Move up three times, this should attempt to go below 0
 	testModel.Send(tea.KeyMsg{Type: tea.KeyUp}) // 1 → 0
 	testModel.Send(tea.KeyMsg{Type: tea.KeyUp}) // 0 → -1, clamp to 0
 	testModel.Send(tea.KeyMsg{Type: tea.KeyUp}) // stays at 0
 
-	// Now simulate enter and quit to finish
+	// Simulate enter and quit to finish
 	testModel.Send(tea.KeyMsg{Type: tea.KeyEnter})
 	testModel.Send(tea.KeyMsg{Type: tea.KeyCtrlC})
 	testModel.WaitFinished(t)
diff --git a/cmd/search/search.go b/cmd/search/search.go
index c103fc8..5f71a44 100644
--- a/cmd/search/search.go
+++ b/cmd/search/search.go
@@ -11,7 +11,7 @@ import (
 	"github.com/digitalghost-dev/poke-cli/styling"
 )
 
-func SearchCommand() {
+func SearchCommand() error {
 	flag.Usage = func() {
 		helpMessage := styling.HelpBorder.Render(
 			"Search for a resource by name or partial match.\n\n",
@@ -29,19 +29,21 @@ func SearchCommand() {
 
 	if len(os.Args) == 3 && (os.Args[2] == "-h" || os.Args[2] == "--help") {
 		flag.Usage()
-		return
+		return nil
 	}
 
 	if err := utils.ValidateSearchArgs(os.Args); err != nil {
 		fmt.Println(err.Error())
-		os.Exit(1)
+		return err
 	}
 
 	p := tea.NewProgram(initialModel())
 	if _, err := p.Run(); err != nil {
 		fmt.Println("could not start program:", err)
-		os.Exit(1)
+		return err
 	}
+
+	return nil
 }
 
 // Model structure
diff --git a/cmd/search/search_test.go b/cmd/search/search_test.go
index 9380774..1b44840 100644
--- a/cmd/search/search_test.go
+++ b/cmd/search/search_test.go
@@ -87,7 +87,12 @@ func TestSearchCommand(t *testing.T) {
 						}
 					}
 				}()
-				SearchCommand()
+				err := SearchCommand()
+				if tt.expectedError {
+					assert.Error(t, err)
+				} else {
+					assert.NoError(t, err)
+				}
 			})
 
 			strippedOutput := styling.StripANSI(output)
@@ -119,3 +124,37 @@ func TestModelQuit(t *testing.T) {
 		t.Errorf("Expected tea.Quit command, but got nil")
 	}
 }
+
+func TestSearchCommandValidationError(t *testing.T) {
+	originalArgs := os.Args
+	defer func() { os.Args = originalArgs }()
+
+	// Set os.Args with extra argument to trigger validation error
+	os.Args = []string{"poke-cli", "search", "pokemon", "extra-arg"}
+
+	err := SearchCommand()
+	assert.Error(t, err, "SearchCommand should return error for invalid args")
+}
+
+func TestModelViewQuitting(t *testing.T) {
+	m := Model{Quitting: true}
+	view := m.View()
+	assert.Contains(t, view, "Quitting search", "View should show quitting message")
+}
+
+func TestModelViewShowResults(t *testing.T) {
+	m := Model{
+		ShowResults:   true,
+		SearchResults: "Test Results",
+	}
+	view := m.View()
+	// View calls RenderInput when ShowResults is true
+	assert.NotEmpty(t, view, "View should render results")
+}
+
+func TestModelViewNotChosen(t *testing.T) {
+	m := Model{Chosen: false}
+	view := m.View()
+	// View calls RenderSelection when not chosen
+	assert.Contains(t, view, "Search for a resource", "View should show selection prompt")
+}
diff --git a/cmd/types/types.go b/cmd/types/types.go
index 7206bb2..a78cf83 100644
--- a/cmd/types/types.go
+++ b/cmd/types/types.go
@@ -43,7 +43,10 @@ func TypesCommand() (string, error) {
 	}
 
 	endpoint := strings.ToLower(os.Args[1])[0:4]
-	tableGeneration(endpoint)
+	if err := runTypeSelectionTable(endpoint); err != nil {
+		output.WriteString(err.Error())
+		return output.String(), err
+	}
 
 	return output.String(), nil
 }
@@ -98,8 +101,7 @@ func (m model) View() string {
 		styling.KeyMenu.Render("↑ (move up) • ↓ (move down)\nenter (select) • ctrl+c | esc (quit)"))
 }
 
-// Function that generates and handles the type selection table
-func tableGeneration(endpoint string) {
+func createTypeSelectionTable() model {
 	types := []string{"Normal", "Fire", "Water", "Electric", "Grass", "Ice",
 		"Fighting", "Poison", "Ground", "Flying", "Psychic", "Bug", "Dark",
 		"Rock", "Ghost", "Dragon", "Steel", "Fairy"}
@@ -109,15 +111,13 @@ func tableGeneration(endpoint string) {
 		rows[i] = []string{t}
 	}
 
-	// Initialize table with configuration
-	t := table.New(
+	tbl := table.New(
 		table.WithColumns([]table.Column{{Title: "Type", Width: 16}}),
 		table.WithRows(rows),
 		table.WithFocused(true),
-		table.WithHeight(7),
+		table.WithHeight(10),
 	)
 
-	// Set table styles
 	s := table.DefaultStyles()
 	s.Header = s.Header.
 		BorderStyle(lipgloss.NormalBorder()).
@@ -126,18 +126,22 @@ func tableGeneration(endpoint string) {
 	s.Selected = s.Selected.
 		Foreground(lipgloss.Color("#000")).
 		Background(lipgloss.Color("#FFCC00"))
-	t.SetStyles(s)
+	tbl.SetStyles(s)
 
-	m := model{table: t}
-	programModel, err := tea.NewProgram(m).Run()
+	return model{table: tbl}
+}
 
+func runTypeSelectionTable(endpoint string) error {
+	m := createTypeSelectionTable()
+
+	programModel, err := tea.NewProgram(m).Run()
 	if err != nil {
-		fmt.Println("Error running program:", err)
-		os.Exit(1)
+		return fmt.Errorf("error running program: %w", err)
 	}
 
-	// Only show damage table if a type was actually selected (not when quitting)
 	if finalModel, ok := programModel.(model); ok && finalModel.selectedOption != "" {
 		DamageTable(strings.ToLower(finalModel.selectedOption), endpoint)
 	}
+
+	return nil
 }
diff --git a/cmd/types/types_test.go b/cmd/types/types_test.go
index 5dd2997..995b90c 100644
--- a/cmd/types/types_test.go
+++ b/cmd/types/types_test.go
@@ -12,6 +12,7 @@ import (
 	"github.com/digitalghost-dev/poke-cli/cmd/utils"
 	"github.com/digitalghost-dev/poke-cli/styling"
 	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
 )
 
 func TestTypesCommand(t *testing.T) {
@@ -159,3 +160,33 @@ func TestView(t *testing.T) {
 		assert.Contains(t, view, "move up", "View should contain the key menu")
 	})
 }
+
+func TestTypeSelection(t *testing.T) {
+	m := createTypeSelectionTable()
+
+	testModel := teatest.NewTestModel(t, m, teatest.WithInitialTermSize(300, 500))
+
+	testModel.Send(tea.KeyMsg{Type: tea.KeyDown})
+	testModel.Send(tea.KeyMsg{Type: tea.KeyDown})
+	testModel.Send(tea.KeyMsg{Type: tea.KeyEnter})
+	testModel.Send(tea.KeyMsg{Type: tea.KeyCtrlC})
+	testModel.WaitFinished(t, teatest.WithFinalTimeout(300*time.Millisecond))
+
+	final := testModel.FinalModel(t).(model)
+
+	if final.selectedOption != "Water" {
+		t.Errorf("Expected selectedOption to be 'Water', got '%s'", final.selectedOption)
+	}
+}
+
+func TestTypesCommandValidationError(t *testing.T) {
+	originalArgs := os.Args
+	defer func() { os.Args = originalArgs }()
+
+	// Set os.Args with extra argument to trigger validation error
+	os.Args = []string{"poke-cli", "types", "fire", "extra-arg"}
+
+	output, err := TypesCommand()
+	require.Error(t, err, "TypesCommand should return error for invalid args")
+	assert.Contains(t, output, "Error", "Output should contain error message")
+}
diff --git a/docs/Infrastructure_Guide/cloud-deployment.md b/docs/Infrastructure_Guide/cloud-deployment.md
index 6d2828d..3e5a171 100644
--- a/docs/Infrastructure_Guide/cloud-deployment.md
+++ b/docs/Infrastructure_Guide/cloud-deployment.md
@@ -4,7 +4,7 @@ weight: 5
 
 # 5 // Cloud Deployment
 Once the services are created and configured in AWS, the virtual machine can be set up with the needed 
-tools/libraries to run the data pipelines in Dagster.
+tools/libraries to run the data pipelines in Dagster on a schedule.
 
 ## Installing Tools and Libraries
 Connect to the virtual machine and run the following commands to get everything set up:
@@ -54,15 +54,15 @@ Connect to the virtual machine and run the following commands to get everything
       ```shell
       git config core.sparseCheckout true
       ```
-    * Tell `git` which directory to check out. Then, pull that directory.
+    * Tell `git` which directory to check out. Then, pull that directory:
       ```shell
       echo "card_data/" >> .git/info/sparse-checkout
       ```
-    * Pull the repo into the local directory
+    * Pull the repository into the local directory:
       ```shell
       git pull origin main
       ```
-    * Verify that `card_data/` directory was created.
+    * Verify that `card_data/` directory was created:
       ```shell
       ls
       ```
diff --git a/docs/Infrastructure_Guide/index.md b/docs/Infrastructure_Guide/index.md
index 67189a6..ac76d3a 100644
--- a/docs/Infrastructure_Guide/index.md
+++ b/docs/Infrastructure_Guide/index.md
@@ -48,10 +48,70 @@ Below is a list of all the tools and services used in this project's infrastruct
 - Supabase
 - Terraform
 
-!!! note
+## Project Layout
+
+```text
+.
+├── infrastructure/
+│   ├── aws/
+│   │   ├── .terraform
+│   │   ├── ec2/
+│   │   ├── rds/
+│   │   └── vpc/
+│   ├── dagster.server
+│   ├── start-dagster.sh
+│   └── wait-for-rds.sh
+├── pipelines/
+│   ├── defs/
+│   │   ├── extract/
+│   │   │   ├── tcgcsv/
+│   │   │   │   └── extract_pricing.py
+│   │   │   └── tcgdex/
+│   │   │       ├── extract_cards.py
+│   │   │       ├── extract_series.py
+│   │   │       └── extract_sets.py
+│   │   ├── load/
+│   │   │   ├── tcgcsv/
+│   │   │   │   └── load_pricing.py
+│   │   │   └── tcgdex/
+│   │   │       ├── load_cards.py
+│   │   │       ├── load_series.py
+│   │   │       └── load_sets.py
+│   │   └── transform/
+│   │       └── transform_data.py
+│   ├── poke_cli_dbt/
+│   │   ├── macros/
+│   │   │   ├── create_relationships.sql
+│   │   │   ├── create_rls.sql
+│   │   │   └── create_view.sql
+│   │   ├── models/
+│   │   │   ├── cards.sql
+│   │   │   ├── pricing_data.sql
+│   │   │   ├── series.sql
+│   │   │   ├── sets.sql
+│   │   │   └── sources.yml
+│   │   ├── dbt_project.yml
+│   │   └── profiles.yml
+│   ├── soda/
+│   │   ├── checks_pricing.yml
+│   │   ├── checks_series.yml
+│   │   ├── checks_sets.yml
+│   │   └── configuration.yml
+│   ├── tests/
+│   │   └── extract_series_test.py
+│   └── utils/
+│       ├── json_retriever.py
+│       └── secret_retriever.py
+├── dagster.yaml
+├── pyproject.toml
+└── uv.lock    
+```
 
-    Keep in mind that the purpose of this project is to explore and learn new tools, services, and programming languages.
-    Some design choices might be overkill or not make much sense at all, but included purely for learning.
+!!! note
 
-    I'm not an expert! If you notice anything strange or think something could be improved, 
-    please feel free to open a [GitHub Issue](https://github.com/digitalghost-dev/poke-cli/issues) and offer a suggestion.
\ No newline at end of file
+    This project is a learning playground for exploring new tools, services, and programming languages.
+    Some design choices are intentionally experimental or may not follow conventional patterns—
+    that's part of the learning process!
+    
+    Feedback and suggestions are always welcome! If you spot an issue or have ideas for improvement,
+    please open a [GitHub Issue](https://github.com/digitalghost-dev/poke-cli/issues).
\ No newline at end of file
diff --git a/docs/Infrastructure_Guide/local-deployment.md b/docs/Infrastructure_Guide/local-deployment.md
index 0da41cb..1fa9f54 100644
--- a/docs/Infrastructure_Guide/local-deployment.md
+++ b/docs/Infrastructure_Guide/local-deployment.md
@@ -3,15 +3,22 @@ weight: 3
 ---
 
 # 3 // Local Deployment
-This page explains how to set up Python, dbt, Dagster, and other tools for running the data pipelines
-locally. The [4. AWS](aws.md) section will show how to deploy this solution on the cloud.
+This page covers setting up Python, Dagster, dbt, and Soda for local development. 
+Dagster is introduced early so that the pipelines can be run first. dbt and Soda 
+require data in Supabase to function, so this order lets each tool be tested as the 
+page progresses. 
+
+The [4. AWS](aws.md) section will show how to deploy this solution on the cloud.
 
 ## Python
 
-### Installing uv
-_uv is the main package and project manager used in this project._
+First, create a directory for all the Python code. This project's Python directory is called `card_data`.
+Once the directory is created, `cd` into it from the terminal.
 
-Learn more about [uv](https://docs.astral.sh/uv/).
+All following commands will take place in this directory.
+
+### Installing uv
+_uv is the main package and project manager used in this project. Learn more about [uv](https://docs.astral.sh/uv/)._
 
 1. Install via their [installation script](https://docs.astral.sh/uv/getting-started/installation/):
     ```bash
@@ -26,7 +33,94 @@ Learn more about [uv](https://docs.astral.sh/uv/).
     uv python install 3.12
     ```
    
-## dbt
+3. Initialize `uv` to set up project files. This will create a `pyproject.toml` file if one does not already exist:
+    ```bash
+    uv init
+    ```
+   
+4. Sync `uv` with the libraries from `card_data/pyproject.toml`. Syncing ensures that all project dependencies are installed and up-to-date with the lockfile.
+    ```bash
+    uv sync
+    ```
+   
+### ELT Files
+The files used for extracting, loading, then transforming the data all live in the `pipelines/defs/` directory.
+At the time of writing, the `extract/` and `load/` directories have 2 different files aimed at calling different APIs.
+One for card data from [tcgdex](https://tcgdex.dev/) and the other for pricing data from [tcgcsv](https://tcgcsv.com/).
+
+```
+.
+└── pipelines/
+    └── defs/
+        ├── extract/
+        │   ├── extract_data.py
+        │   └── extract_pricing_data.py
+        ├── load/
+        │   ├── load_data.py
+        │   └── load_pricing_data.py
+        └── transform/
+            └── transform_data.py 
+```
+
+---
+
+## Dagster
+
+!!! question "What is Dagster?"
+
+    Dagster is an open-source data orchestration tool that helps you build, run, and monitor your data pipelines. 
+    It’s designed to make working with data workflows more reliable and maintainable, giving you clear visibility 
+    into each step and making it easier to catch issues before they cause problems.
+
+    View more [about Dagster](https://dagster.io/platform-overview)
+
+### Configuring
+Dagster and its components needed for the project can be installed with `uv`:
+
+```bash
+uv add dagster dagster-webserver dagster-dg-cli dagster-postgres>=0.27.3 dagster-dbt
+```
+
+This will add the libraries to `pyproject.toml` file.
+
+To run the Dagster service and web server, run the following in the correct directory with `.venv` active:
+```shell
+dg dev
+```
+
+The web UI can be viewed at `http://127.0.0.1:3000`
+
+### Running the Pipelines
+
+With Dagster running, the pipelines can be triggered to populate data in Supabase. 
+This step is required before dbt or Soda will work since both tools expect data to already 
+exist in the staging tables.
+
+This project currently has 4 pipelines:
+* Card data
+* Set data
+* Series data
+* Pricing data
+
+![Dagster UI](../assets/dagster_ui.png)
+
+1. Open the Dagster UI at `http://127.0.0.1:3000`.
+2. On the top bar, click on **Assets**.
+3. Select the assets to materialize. For initial setup, select:
+    - `extract_series_data`
+    - `extract_sets_data`
+    - `load_series_data`
+    - `load_set_data`
+4. Click **Materialize selected** in the top right.
+5. Monitor the run in the **Runs** tab. Once complete, the data will be available in the Supabase `staging` schema.
+
+!!! note
+
+    The load assets depend on extract assets, so Dagster will automatically run them in the correct order.
+
+---
+
+## dbt (Data Build Tool)
 
 !!! question "What is dbt?"
 
@@ -45,6 +139,8 @@ Install with `uv`:
 uv add dbt
 ```
 
+This will add the libraries to `pyproject.toml` file.
+
 Initialize a `dbt` project in the `card_data` directory:
 ```bash
 dbt init
@@ -60,7 +156,7 @@ database on Supabase.
 The `public` schema is the public facing schema that exposes the API to the data in the tables.
 
 ### Sources
-Create a `source.yml` file under the `models/` directory. 
+Create a `sources.yml` file under the `models/` directory. 
 More info on [sources here](https://docs.getdbt.com/docs/build/sources).
 
 This file is used to declare and configure the raw data sources. These tables are the foundation for
@@ -87,51 +183,99 @@ The above `yml` defines the structure for the raw `series` table from the `stagi
 
 ---
 
-## Dagster
+## Soda
 
-!!! question "What is Dagster?"
+!!! question "What is Soda?"
 
-    Dagster is an open-source data orchestration tool that helps you build, run, and monitor your data pipelines. 
-    It’s designed to make working with data workflows more reliable and maintainable, giving you clear visibility 
-    into each step and making it easier to catch issues before they cause problems.
+    Soda is a data quality platform that helps monitor, test, and validate data in warehouses, 
+    lakes, and pipelines. It uses a simple YAML-based language (SodaCL) to define data quality checks—
+    like testing for null values, schema changes, freshness issues, or anomalies—and runs them
+    automatically on your data sources. Soda integrates with popular data platforms (Snowflake,
+    BigQuery, Postgres, etc.) and can alert when data quality issues are detected, helping
+    catch problems before they impact downstream analytics or ML models.
 
-    View more [about Dagster](https://dagster.io/platform-overview)
+    View more about [Soda](https://soda.io/)
 
-### Installation
-Dagster and its components needed for the project can be installed with `uv`: `
+### Configuring & Running
 
-```bash
-uv add dagster dagster-webserver dagster-dg-cli dagster-postgres>=0.27.3 dagster-dbt
+Soda and its components needed for the project can be installed with `uv`:
+
+1. Install Soda Core with PostgreSQL connector since Supabase uses PostgreSQL.
+   Other [connectors](https://github.com/sodadata/soda-core/blob/main/docs/installation.md#compatibility) can be used.
+```shell
+   uv add soda-core-postgres
 ```
 
-## Project Layout
-In my experience, Dagster needed a specific directory structure in order for the program to find all necessary files.
-This project uses a directory named `pipelines` to store all the Dagster files:
+2. Create a `configuration.yml` and `checks.yml` files under the `card_data/pipelines/soda/` directory.
 
+    * The `configuration.yml` holds the information for connecting to the data source. The below is an example from this project that reads the `username` and `password`
+      from the local environment so that this file can be safely committed to `git` and pushed to GitHub.
+```yaml
+data_source supabase:
+  type: postgres
+  connection:
+    host: aws-0-us-east-2.pooler.supabase.com
+    port: '5432'
+    username: ${SUPABASE_USER}
+    password: ${SUPABASE_PASSWORD}
+    database: postgres
+    schema: staging
 ```
-.
-└── pipelines/
-    ├── defs/
-    │   ├── extract/
-    │   │   └── extract_data.py
-    │   ├── load/
-    │   │   └── load_data.py
-    │   └── transformation/
-    │       └── transform_data.py
-    ├── poke_cli_dbt/
-    │   ├── logs
-    │   ├── macros/
-    │   │   ├── create_relationships.sql
-    │   │   └── create_rls.sql
-    │   ├── models/
-    │   │   ├── cards.sql
-    │   │   ├── series.sql
-    │   │   ├── sets.sql
-    │   │   └── sources.yml
-    │   ├── target
-    │   ├── dbt_project.yml
-    │   └── profiles.yml
-    └── soda/
-        ├── checks.yml
-        └── configuration.yml
+
+    * The `checks.yml` file is where the data quality checks are defined. The below is an example from this project of simple checks being performed on the `series` table in the staging database.
+```yaml
+checks for series:
+  # Row count validation
+  - row_count = 4
+
+  # Schema validation checks
+  - schema:
+      fail:
+        when required column missing: [id, name, logo]
+        when wrong column type:
+          id: text
+          name: text
+          logo: text
+
+  # Completeness checks (no null values)
+  - missing_count(id) = 0
+  - missing_count(name) = 0
+  - missing_count(logo) = 0
+
+  # Data uniqueness checks
+  - duplicate_count(id) = 0
+  - duplicate_count(name) = 0
+
+  # Data format validation - URL pattern check
+  - invalid_count(logo) = 0:
+      valid regex: '^https://.*'
+```
+
+3. Once the files are created, set the environment variables for `${SUPABASE_USER}` and `${SUPABASE_PASSWORD}`. These can be found from the connection string as shown in [2 // Supabase](supabase.md):
+```shell
+export SUPABASE_USER='postgres.<rest-of-username>'
+export SUPABASE_PASSWORD='<password>'
+```
+
+4. Run a scan by referencing the correct path to both files:
+```shell
+# replace <supabase> with the correct name from the top line of the configuration.yml file
+soda scan -d supabase -c /path/to/configuration.yml /path/to/checks.yml
+```
+
+5. Review the output. Running these checks on this project results in:
+```txt
+[15:25:38] Soda Core 3.5.5
+[15:25:40] Scan summary:
+[15:25:40] 8/8 checks PASSED: 
+[15:25:40]     series in supabase
+[15:25:40]       row_count = 4 [PASSED]
+[15:25:40]       Schema Check [PASSED]
+[15:25:40]       missing_count(id) = 0 [PASSED]
+[15:25:40]       duplicate_count(id) = 0 [PASSED]
+[15:25:40]       missing_count(name) = 0 [PASSED]
+[15:25:40]       duplicate_count(name) = 0 [PASSED]
+[15:25:40]       missing_count(logo) = 0 [PASSED]
+[15:25:40]       invalid_count(logo) = 0 [PASSED]
+[15:25:40] All is good. No failures. No warnings. No errors.
 ```
\ No newline at end of file
diff --git a/docs/assets/dagster_ui.png b/docs/assets/dagster_ui.png
new file mode 100644
index 0000000..f7357c9
Binary files /dev/null and b/docs/assets/dagster_ui.png differ
diff --git a/flags/abilityflagset.go b/flags/abilityflagset.go
index 8f6fad0..0326c6a 100644
--- a/flags/abilityflagset.go
+++ b/flags/abilityflagset.go
@@ -3,21 +3,29 @@ package flags
 import (
 	"flag"
 	"fmt"
+	"io"
+	"strings"
+
 	"github.com/digitalghost-dev/poke-cli/connections"
 	"github.com/digitalghost-dev/poke-cli/styling"
 	"golang.org/x/text/cases"
 	"golang.org/x/text/language"
-	"io"
-	"strings"
 )
 
-func SetupAbilityFlagSet() (*flag.FlagSet, *bool, *bool) {
-	abilityFlags := flag.NewFlagSet("AbilityFlagSet", flag.ExitOnError)
+type AbilityFlags struct {
+	FlagSet      *flag.FlagSet
+	Pokemon      *bool
+	ShortPokemon *bool
+}
+
+func SetupAbilityFlagSet() *AbilityFlags {
+	af := &AbilityFlags{}
+	af.FlagSet = flag.NewFlagSet("abilityFlags", flag.ExitOnError)
 
-	pokemonFlag := abilityFlags.Bool("pokemon", false, "List all Pokémon with chosen ability")
-	shortPokemonFlag := abilityFlags.Bool("p", false, "List all Pokémon with chosen ability")
+	af.Pokemon = af.FlagSet.Bool("pokemon", false, "List all Pokémon with chosen ability")
+	af.ShortPokemon = af.FlagSet.Bool("p", false, "List all Pokémon with chosen ability")
 
-	abilityFlags.Usage = func() {
+	af.FlagSet.Usage = func() {
 		helpMessage := styling.HelpBorder.Render("poke-cli ability <ability-name> [flags]\n\n",
 			styling.StyleBold.Render("FLAGS:"),
 			fmt.Sprintf("\n\t%-30s %s", "-p, --pokemon", "List all Pokémon with chosen ability."),
@@ -25,7 +33,7 @@ func SetupAbilityFlagSet() (*flag.FlagSet, *bool, *bool) {
 		fmt.Println(helpMessage)
 	}
 
-	return abilityFlags, pokemonFlag, shortPokemonFlag
+	return af
 }
 
 func PokemonAbilitiesFlag(w io.Writer, endpoint string, abilityName string) error {
diff --git a/flags/abilityflagset_test.go b/flags/abilityflagset_test.go
index 83677ca..eb92de5 100644
--- a/flags/abilityflagset_test.go
+++ b/flags/abilityflagset_test.go
@@ -3,28 +3,29 @@ package flags
 import (
 	"bytes"
 	"fmt"
-	"github.com/digitalghost-dev/poke-cli/styling"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
 	"os"
 	"reflect"
 	"strings"
 	"testing"
+
+	"github.com/digitalghost-dev/poke-cli/styling"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
 )
 
 func TestSetupAbilityFlagSet(t *testing.T) {
-	abilityFlags, pokemonFlag, shortPokemonFlag := SetupAbilityFlagSet()
+	af := SetupAbilityFlagSet()
 
-	assert.NotNil(t, abilityFlags, "Flag set should not be nil")
-	assert.Equal(t, "AbilityFlagSet", abilityFlags.Name(), "Flag set name should be 'AbilityFlagSet'")
+	assert.NotNil(t, af, "Flag set should not be nil")
+	assert.Equal(t, "abilityFlags", af.FlagSet.Name(), "Flag set name should be 'abilityFlags'")
 
 	flagTests := []struct {
 		flag     interface{}
 		expected interface{}
 		name     string
 	}{
-		{pokemonFlag, false, "Pokemon flag should be 'pokemon'"},
-		{shortPokemonFlag, false, "Short pokemon flag should be 'p'"},
+		{af.Pokemon, false, "Pokemon flag should be 'pokemon'"},
+		{af.ShortPokemon, false, "Short pokemon flag should be 'p'"},
 	}
 
 	for _, tt := range flagTests {
diff --git a/flags/pokemonflagset.go b/flags/pokemonflagset.go
index 25db317..d680f4e 100644
--- a/flags/pokemonflagset.go
+++ b/flags/pokemonflagset.go
@@ -9,7 +9,6 @@ import (
 	"io"
 	"log"
 	"net/http"
-	"os"
 	"sort"
 	"strconv"
 	"strings"
@@ -25,6 +24,22 @@ import (
 	"golang.org/x/text/language"
 )
 
+type PokemonFlags struct {
+	FlagSet        *flag.FlagSet
+	Abilities      *bool
+	ShortAbilities *bool
+	Defense        *bool
+	ShortDefense   *bool
+	Image          *string
+	ShortImage     *string
+	Move           *bool
+	ShortMove      *bool
+	Stats          *bool
+	ShortStats     *bool
+	Types          *bool
+	ShortTypes     *bool
+}
+
 func header(header string) string {
 	var output strings.Builder
 
@@ -40,30 +55,31 @@ func header(header string) string {
 	return output.String()
 }
 
-func SetupPokemonFlagSet() (*flag.FlagSet, *bool, *bool, *bool, *bool, *string, *string, *bool, *bool, *bool, *bool, *bool, *bool) {
-	pokeFlags := flag.NewFlagSet("pokeFlags", flag.ExitOnError)
+func SetupPokemonFlagSet() *PokemonFlags {
+	pf := &PokemonFlags{}
+	pf.FlagSet = flag.NewFlagSet("pokeFlags", flag.ExitOnError)
 
-	abilitiesFlag := pokeFlags.Bool("abilities", false, "Print the Pokémon's abilities")
-	shortAbilitiesFlag := pokeFlags.Bool("a", false, "Print the Pokémon's abilities")
+	pf.Abilities = pf.FlagSet.Bool("abilities", false, "Print the Pokémon's abilities")
+	pf.ShortAbilities = pf.FlagSet.Bool("a", false, "Print the Pokémon's abilities")
 
-	defenseFlag := pokeFlags.Bool("defense", false, "Print the Pokémon's type defenses")
-	shortDefenseFlag := pokeFlags.Bool("d", false, "Print the Pokémon's type defenses")
+	pf.Defense = pf.FlagSet.Bool("defense", false, "Print the Pokémon's type defenses")
+	pf.ShortDefense = pf.FlagSet.Bool("d", false, "Print the Pokémon's type defenses")
 
-	imageFlag := pokeFlags.String("image", "", "Print the Pokémon's default sprite")
-	shortImageFlag := pokeFlags.String("i", "", "Print the Pokémon's default sprite")
+	pf.Image = pf.FlagSet.String("image", "", "Print the Pokémon's default sprite")
+	pf.ShortImage = pf.FlagSet.String("i", "", "Print the Pokémon's default sprite")
 
-	moveFlag := pokeFlags.Bool("moves", false, "Print the Pokémon's learnable moves")
-	shortMoveFlag := pokeFlags.Bool("m", false, "Print the Pokémon's learnable moves")
+	pf.Move = pf.FlagSet.Bool("moves", false, "Print the Pokémon's learnable moves")
+	pf.ShortMove = pf.FlagSet.Bool("m", false, "Print the Pokémon's learnable moves")
 
-	statsFlag := pokeFlags.Bool("stats", false, "Print the Pokémon's base stats")
-	shortStatsFlag := pokeFlags.Bool("s", false, "Print the Pokémon's base stats")
+	pf.Stats = pf.FlagSet.Bool("stats", false, "Print the Pokémon's base stats")
+	pf.ShortStats = pf.FlagSet.Bool("s", false, "Print the Pokémon's base stats")
 
-	typesFlag := pokeFlags.Bool("types", false, "Print the Pokémon's typing")
-	shortTypesFlag := pokeFlags.Bool("t", false, "Prints the Pokémon's typing")
+	pf.Types = pf.FlagSet.Bool("types", false, "Print the Pokémon's typing")
+	pf.ShortTypes = pf.FlagSet.Bool("t", false, "Prints the Pokémon's typing")
 
 	hintMessage := styling.StyleItalic.Render("options: [sm, md, lg]")
 
-	pokeFlags.Usage = func() {
+	pf.FlagSet.Usage = func() {
 		helpMessage := styling.HelpBorder.Render("poke-cli pokemon <pokemon-name> [flags]\n\n",
 			styling.StyleBold.Render("FLAGS:"),
 			fmt.Sprintf("\n\t%-30s %s", "-a, --abilities", "Prints the Pokémon's abilities."),
@@ -78,7 +94,7 @@ func SetupPokemonFlagSet() (*flag.FlagSet, *bool, *bool, *bool, *bool, *string,
 		fmt.Println(helpMessage)
 	}
 
-	return pokeFlags, abilitiesFlag, shortAbilitiesFlag, defenseFlag, shortDefenseFlag, imageFlag, shortImageFlag, moveFlag, shortMoveFlag, statsFlag, shortStatsFlag, typesFlag, shortTypesFlag
+	return pf
 }
 
 func AbilitiesFlag(w io.Writer, endpoint string, pokemonName string) error {
@@ -374,14 +390,14 @@ func ImageFlag(w io.Writer, endpoint string, pokemonName string, size string) er
 	imageResp, err := http.Get(pokemonStruct.Sprites.FrontDefault)
 	if err != nil {
 		fmt.Println("Error downloading sprite image:", err)
-		os.Exit(1)
+		return err
 	}
 	defer imageResp.Body.Close()
 
 	img, err := imaging.Decode(imageResp.Body)
 	if err != nil {
 		fmt.Println("Error decoding image:", err)
-		os.Exit(1)
+		return err
 	}
 
 	// Define size map
diff --git a/flags/pokemonflagset_test.go b/flags/pokemonflagset_test.go
index df46234..3505826 100644
--- a/flags/pokemonflagset_test.go
+++ b/flags/pokemonflagset_test.go
@@ -13,28 +13,28 @@ import (
 )
 
 func TestSetupPokemonFlagSet(t *testing.T) {
-	pokeFlags, abilitiesFlag, shortAbilitiesFlag, defenseFlag, shortDefenseFlag, imageFlag, shortImageFlag, moveFlag, shortMoveFlag, statsFlag, shortStatsFlag, typesFlag, shortTypesFlag := SetupPokemonFlagSet()
+	pf := SetupPokemonFlagSet()
 
-	assert.NotNil(t, pokeFlags, "Flag set should not be nil")
-	assert.Equal(t, "pokeFlags", pokeFlags.Name(), "Flag set name should be 'pokeFlags'")
+	assert.NotNil(t, pf, "Flag set should not be nil")
+	assert.Equal(t, "pokeFlags", pf.FlagSet.Name(), "Flag set name should be 'pokeFlags'")
 
 	flagTests := []struct {
 		flag     interface{}
 		expected interface{}
 		name     string
 	}{
-		{abilitiesFlag, false, "Abilities flag should be 'abilities'"},
-		{shortAbilitiesFlag, false, "Short abilities flag should be 'a'"},
-		{defenseFlag, false, "Defense flag should be 'defense'"},
-		{shortDefenseFlag, false, "Short Defense flag should be 'd'"},
-		{imageFlag, "", "Image flag default value should be 'md'"},
-		{shortImageFlag, "", "Short image flag default value should be 'md'"},
-		{moveFlag, false, "Move flag default value should be 'moves'"},
-		{shortMoveFlag, false, "Short move flag default value should be 'm'"},
-		{typesFlag, false, "Types flag should be 'types'"},
-		{shortTypesFlag, false, "Short types flag should be 't'"},
-		{statsFlag, false, "Stats flag should be 'stats'"},
-		{shortStatsFlag, false, "Short stats flag should be 's'"},
+		{pf.Abilities, false, "Abilities flag should be 'abilities'"},
+		{pf.ShortAbilities, false, "Short abilities flag should be 'a'"},
+		{pf.Defense, false, "Defense flag should be 'defense'"},
+		{pf.ShortDefense, false, "Short Defense flag should be 'd'"},
+		{pf.Image, "", "Image flag default value should be 'md'"},
+		{pf.ShortImage, "", "Short image flag default value should be 'md'"},
+		{pf.Move, false, "Move flag default value should be 'moves'"},
+		{pf.ShortMove, false, "Short move flag default value should be 'm'"},
+		{pf.Types, false, "Types flag should be 'types'"},
+		{pf.Stats, false, "Stats flag should be 'stats'"},
+		{pf.ShortStats, false, "Short stats flag should be 's'"},
+		{pf.ShortTypes, false, "Short types flag should be 't'"},
 	}
 
 	for _, tt := range flagTests {
diff --git a/gitleaks.toml b/gitleaks.toml
new file mode 100644
index 0000000..c25f235
--- /dev/null
+++ b/gitleaks.toml
@@ -0,0 +1,10 @@
+title = "Custom Gitleaks configuration"
+
+[extend]
+# Extends the default gitleaks config
+
+[allowlist]
+regexTarget = "match"
+regexes = [
+  '''sb_publishable_[A-Za-z0-9_-]+'''
+]
\ No newline at end of file
diff --git a/nfpm.yaml b/nfpm.yaml
index 84aabaa..0ee0aba 100644
--- a/nfpm.yaml
+++ b/nfpm.yaml
@@ -1,7 +1,7 @@
 name: "poke-cli"
 arch: "arm64"
 platform: "linux"
-version: "v1.8.2"
+version: "v1.8.3"
 section: "default"
 version_schema: semver
 maintainer: "Christian S"
diff --git a/poke-cli.png b/poke-cli.png
new file mode 100644
index 0000000..d3b3a62
Binary files /dev/null and b/poke-cli.png differ
diff --git a/testdata/main_latest_flag.golden b/testdata/main_latest_flag.golden
index bfac272..9a0e4f4 100644
--- a/testdata/main_latest_flag.golden
+++ b/testdata/main_latest_flag.golden
@@ -2,6 +2,6 @@
 ┃                              ┃
 ┃  Latest available release    ┃
 ┃  on GitHub:                  ┃
-┃  • v1.8.1                    ┃
+┃  • v1.8.2                    ┃
 ┃                              ┃
 ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛