ETL/ELT · WEBHOOKS · IDEMPOTENT QUEUES
Data Pipelines & Integrations
ETL/ELT pipelines, webhooks, and third-party integrations.
01 / Core Capabilities
Webhook consumersBatch & streamingResilience
02 / Execution Pipeline
- 01Source audit
Clarify architectural goals, constraints, and target SLAs.
- 02Modeling
Design schemas, interfaces, and safety guardrails.
- 03Ingest
Implement production modules with clean abstractions.
- 04Validate
Validate with automated test harnesses and evaluations.
- 05Serve
Deploy with CI/CD, observability, and zero-downtime rollout.
03 / Technical FAQs
01Batch or streaming?+
I implement both depending on freshness vs cost, using queues and idempotency for safety.
02How do you manage schema changes?+
Migrations, contract tests, and validation to keep producers/consumers in sync.
03Do you handle retries and dead letters?+
Yes, backoff, dedupe, DLQs, and observability for reliable delivery.