Naval TripathiCo-founder, engineering
Engineering leader at Microsoft. Enterprise data and AI platforms, Responsible AI for MCAPS compliance, and data governance at scale.
Zero-latency CRM sync: Streaming webhooks to BigQuery and Snowflake
Replacing nightly batch exports with real-time event streaming to maintain accurate sales pipeline visibility without hitting API rate limits.
The flaw of nightly batch ETL syncs
Relying on scheduled 24-hour batch exports between your CRM (Salesforce, HubSpot) and data warehouse creates severe analytical latency. Executive dashboards display yesterday's pipeline, while sales reps work off live CRM records.
Building a resilient webhook pipeline
Instead of polling CRM APIs every 15 minutes and exhausting rate limits, configure event-driven webhooks for record creation, deal stage updates, and contact modifications.
Ingest webhook payloads into a serverless message queue (e.g. Google Cloud Pub/Sub or AWS SQS). Deduplicate incoming events using record IDs and timestamps before loading into BigQuery or Snowflake.
Topic Focus & Target Concepts
This is the work behind our CRM practice — HubSpot and Salesforce implementation, deduping, and the integrations that keep a pipeline reflecting reality.
CRM cleanup and integrationRunning into this in your own stack? Twenty minutes, no deck.
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