Build against an explicit contract
A retailer must compare candidate sites using a reproducible model that another analyst can rerun and challenge.
Define the user and system contract
A retailer must compare candidate sites using a reproducible model that another analyst can rerun and challenge. Record the region, data freshness, latency budget, privacy purpose, credential owner, and fallback before choosing an SDK or endpoint.
Version every input
Record immutable dataset versions, content hashes, CRS, schema, source, license, and observation date before analysis.
import requests
response = requests.post(
f"{MAPPLS_GIS_BASE_URL}/analysis/point-in-polygon",
headers={"Authorization": f"Bearer {token}"},
json={
"pointsDatasetId": "deliveries_2026_08",
"polygonDatasetId": "service_zones_v4",
"include": ["zone_id", "manager", "sla_minutes"],
},
timeout=30,
)
response.raise_for_status()
job = response.json() # Poll or subscribe to the returned analysis job.
Make scoring deterministic
Persist catchment parameters, joined signal versions, normalization, weights, exclusions, and tie-breaking with each attempt.
Govern sharing
Publish a result revision with lineage, audience, expiry, export/embed policy, and revoke access without rewriting the decision record.
Prove the production behavior
Automate the happy path and every named failure. The release is ready only when the same inputs and parameters reproduce the score; invalid crs fails with actionable diagnostics; a shared result resolves to immutable lineage. Capture provider request identity without logging credentials or unnecessary precise location.
Failure modes you must exercise
Fail fast with a typed, user-safe outcome and preserve the original request identity.
Keep the last verified state, mark freshness honestly, and retry only within the documented idempotency boundary.
Reconcile durable local and provider evidence before declaring success or issuing a compensating command.
Timeout after a stateful command is an unknown outcome. Query by provider/idempotency identity or wait for authoritative events; do not blindly retry a new command.
Definition of done
REST production checks
Continue from source, contracts, and a full app
These links resolve to repository-derived evidence; unsupported package names and endpoints are not filled in from guesswork.
mapmyindia-geoanalytics-api-webmapmyindia-interactive-map-js-apimapmyindia-mgis-apis14 verified testsRun it, break it, then observe it
Start with fixture credentials, execute the failure plan, and use request logs, usage, webhook evidence, and operational metrics before promoting traffic.