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Ideas, updates, and practical guides from CodeSapient Labs.

Blueprint-style technical drawing of a leaky bucket filling with query-cost marbles and draining at a restore rate, illustrating Shopify GraphQL API rate limits

Shopify GraphQL API Rate Limits: Query Cost, Throttling, and Bulk Operations

How Shopify GraphQL API rate limits really work: calculated query cost, the leaky bucket, reading throttleStatus, building a backoff-aware client, and when to switch to bulk operations and webhooks so your app scales with large merchants.

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Risograph-style illustration of an apartment building with a locked door on every unit standing on a shared platform foundation, representing multi-tenant SaaS architecture

Multi-Tenant SaaS Architecture: Tenant Isolation Beyond the Database

A practical guide to multi-tenant SaaS architecture: choosing shared tables, schema per tenant, or database per tenant, enforcing isolation with PostgreSQL row-level security, and closing leaks in caches, jobs, files, and search.

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Editorial illustration of an emailed purchase order being read by an AI lens and turned into a Shopify draft order awaiting review

AI Purchase Order Processing for Shopify B2B: From Email to Draft Order

How AI purchase order processing turns emailed PDF POs into reviewable Shopify B2B draft orders: structured extraction, SKU matching, rule checks, confidence lanes, and the mistakes to avoid.

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Conceptual integration console: ERP and Shopify syncing inventory and orders through a durable queue

Shopify ERP Integration: Sync Orders and Inventory Without Drift

Plan a Shopify ERP integration that stays in sync: one owner per field, queued webhooks, idempotent inventory writes for API 2026-04, bulk reconciliation, and when a connector beats custom code.

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Geometric multiplex diagram: SaaS app clients through PgBouncer onto few PostgreSQL backends

PostgreSQL Connection Pooling for SaaS APIs: PgBouncer That Scales

Stop hitting max_connections: use PgBouncer transaction pooling, size backend pools to CPU, keep a direct URL for migrations, and protect SaaS APIs with timeouts.

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SaaS webhook reliability process steps: receive, verify, enqueue, process, recover

SaaS Webhook Reliability: Signatures, Idempotency, and Retries That Survive Production

Build reliable SaaS webhooks: HMAC verification, fast 2xx acks, atomic idempotency, retries, and dead-letter queues that keep events from becoming incidents.

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Django Celery Redis architecture diagram showing web app, Redis broker, Celery workers, and results

Django Celery and Redis: Background Jobs That Keep SaaS Responsive

Learn how Django, Celery, and Redis power background jobs so SaaS apps stay responsive—architecture, workers, Beat, retries, and production pitfalls.

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RAG knowledge base turning internal business documents into cited answers

RAG for Business Knowledge Bases: Internal Docs That Cite Sources

A practical guide to building a RAG knowledge base over internal docs: chunking, hybrid retrieval, permissions, evaluation, and when to buy vs build.

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Custom Shopify app development with Shopify Functions WebAssembly architecture

Custom Shopify App Development with Shopify Functions (2026)

A 2026 guide to custom Shopify app development with Shopify Functions: Wasm architecture, Plus vs public apps, Scripts comparison, and when to build.

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