updated scope to prep for costco scraper
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README.md
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# scrape-giant
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Small grocery-history pipeline for Giant receipts.
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The project currently does four things:
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1. scrape Giant in-store order history from an active Firefox session
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2. enrich raw line items into a deterministic `items_enriched.csv`
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3. aggregate retailer-facing observed products and build a manual review queue
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4. create a first-pass canonical product layer plus conservative auto-links
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The work so far is Giant-specific on the ingest side and intentionally simple on
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the shared product-model side.
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## Current flow
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Run the commands from the repo root with the project venv active, or call them
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directly through `./venv/bin/python`.
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```bash
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./venv/bin/python scraper.py
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./venv/bin/python enrich_giant.py
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./venv/bin/python build_observed_products.py
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./venv/bin/python build_review_queue.py
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./venv/bin/python build_canonical_layer.py
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```
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## Inputs
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- Firefox cookies for `giantfood.com`
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- `GIANT_USER_ID` and `GIANT_LOYALTY_NUMBER` in `.env`, shell env, or prompts
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- Giant raw order payloads in `giant_output/raw/`
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## Outputs
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Current generated files live under `giant_output/`:
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- `orders.csv`: flattened visit/order rows from the Giant history API
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- `items.csv`: flattened raw line items from fetched order detail payloads
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- `items_enriched.csv`: deterministic parsed/enriched line items
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- `products_observed.csv`: retailer-facing observed product groups
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- `review_queue.csv`: products needing manual review
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- `products_canonical.csv`: shared canonical product rows
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- `product_links.csv`: observed-to-canonical links
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Raw json remains the source of truth:
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- `giant_output/raw/history.json`
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- `giant_output/raw/<order_id>.json`
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## Scripts
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- `scraper.py`: fetches Giant history/detail payloads and updates `orders.csv` and `items.csv`
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- `enrich_giant.py`: reads raw Giant order json and writes `items_enriched.csv`
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- `build_observed_products.py`: groups enriched rows into `products_observed.csv`
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- `build_review_queue.py`: generates `review_queue.csv` and preserves review status on reruns
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- `build_canonical_layer.py`: builds `products_canonical.csv` and `product_links.csv`
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## Notes on the current model
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- Observed products are retailer-specific: Giant, Costco.
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- Canonical products are the first cross-retailer layer.
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- Auto-linking is conservative:
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exact UPC first, then exact normalized name plus exact size/unit context, then
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exact normalized name when there is no size context to conflict.
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- Fee rows are excluded from auto-linking.
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- Unknown values are left blank instead of guessed.
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## Verification
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Run the test suite with:
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```bash
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./venv/bin/python -m unittest discover -s tests
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```
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Useful one-off rebuilds:
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```bash
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./venv/bin/python enrich_giant.py
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./venv/bin/python build_observed_products.py
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./venv/bin/python build_review_queue.py
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./venv/bin/python build_canonical_layer.py
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```
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## Project docs
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- `pm/tasks.org`: task log and evidence
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- `pm/data-model.org`: file layout and schema decisions
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## Status
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Completed through `t1.7`:
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- Giant receipt fetch CLI
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- data model and file layout
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- Giant parser/enricher
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- observed products
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- review queue
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- canonical layer scaffold
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- conservative auto-link rules
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Next planned task is `t1.8`: add a Costco raw ingest path.
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File diff suppressed because one or more lines are too long
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pm/tasks.org
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** acceptance criteria
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- add a costco-specific raw ingest/export path
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- output costco line items into the same shared raw/enriched schema family
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- confirm at least one product class can exist as:
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- giant observed product
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- costco observed product
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- one shared canonical product
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- fetch costco receipt summary and receipt detail payloads from graphql endpoint
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- persist raw json under `costco_output/raw/orders.csv` and `./items.csv`, same format as giant
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- costco-native identifiers such as `transactionBarcode` as order id and `itemNumber` as retailer item id
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- preserve discount/coupon rows rather than dropping
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** notes
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- this is the proof that the architecture generalizes
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- don’t chase perfection before the second retailer lands
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- focus on raw costco acquisistion and flattening
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- do not force costco identifiers into `upc`
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- bearer/auth values should come from local env, not source
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** evidence
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- commit:
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- tests:
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- date:
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* [ ] t1.9: compute normalized comparison metrics (2-3 commits)
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* [ ] t1.8.1: support costco parser/enricher path (2-4 commits)
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** acceptance criteria
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- derive normalized comparison fields where possible:
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- price per lb
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- price per oz
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- price per each
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- price per count
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- metrics are attached at canonical or linked-observed level as appropriate
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- emit obvious nulls when basis is unknown rather than inventing values
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- add a costco-specific enrich step producing `costco_output/items_enriched.csv`
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- output rows into the same shared enriched schema family as Giant
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- support costco-specific parsing for:
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- `itemDescription01` + `itemDescription02`
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- `itemNumber` as `retailer_item_id`
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- discount lines / negative rows
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- common size patterns such as `25#`, `48 OZ`, `2/24 OZ`, `6-PACK`
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- preserve obvious unknowns as blank rather than guessed values
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** notes
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- this is where “gala apples 5 lb bag vs other gala apples” becomes possible
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- units discipline matters a lot here
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- this is the real schema compatibility proof, not raw ingest alone
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- expect weaker identifiers than Giant
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** evidence
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- commit:
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- tests:
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- date:
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* [ ] t1.8.2: validate cross-retailer observed/canonical flow (1-3 commits)
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** acceptance criteria
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- feed Giant and Costco enriched rows through the same observed/canonical pipeline
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- confirm at least one product class can exist as:
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- Giant observed product
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- Costco observed product
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- one shared canonical product
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- document the exact example used for proof
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** notes
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- keep this to one or two well-behaved product classes first
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- apples, eggs, bananas, or flour are better than weird prepared foods
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** evidence
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- commit:
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- tests:
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- date:
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* [ ] t1.8.3: extend shared schema for retailer-native ids and adjustment lines (1-2 commits)
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** acceptance criteria
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- add shared fields needed for non-upc retailers, including:
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- `retailer_item_id`
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- `is_discount_line`
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- `is_coupon_line` or equivalent if needed
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- keep `upc` nullable across the pipeline
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- update downstream builders/tests to accept retailers with blank `upc`
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** notes
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- this prevents costco from becoming a schema hack
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- do this once instead of sprinkling exceptions everywhere
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** evidence
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- commit:
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- tests:
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- date:
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* [ ] t1.9: compute normalized comparison metrics (2-4 commits)
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** acceptance criteria
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- derive normalized comparison fields where possible on enriched or observed product rows:
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- `price_per_lb`
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- `price_per_oz`
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- `price_per_each`
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- `price_per_count`
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- preserve the source basis used to derive each metric, e.g.:
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- parsed size/unit
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- receipt weight
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- explicit count/pack
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- emit nulls when basis is unknown, conflicting, or ambiguous
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- document at least one Giant vs Costco comparison example using the normalized metrics
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** notes
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- compute metrics as close to the raw observation as possible
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- canonical layer can aggregate later, but should not invent missing unit economics
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- unit discipline matters more than coverage
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** evidence
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- commit:
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