
Hightouch
Composable Customer Data Platform and AI decisioning for marketing
Discover top open-source software, updated regularly with real-world adoption signals.

Turn event-level data into governed, AI‑ready customer insights
Snowplow provides a scalable, glass‑box data pipeline that captures, validates, enriches, and streams event‑level customer data to any warehouse or lake, enabling real‑time analytics and AI applications.

Snowplow is designed for data engineering teams at digital‑first enterprises that need granular, real‑time visibility into customer behavior. It offers a transparent, "glass‑box" architecture that can ingest billions of events daily and deliver them securely to your chosen storage layer.
The platform includes over 20 SDKs for web, mobile, and server‑side collection, schema‑driven validation for high data fidelity, and more than 15 enrichments that add context such as geo‑location, device details, and user identifiers. Data can be streamed to any warehouse, lakehouse, or SaaS destination, making it ready for BI, advanced analytics, and AI/ML pipelines.
Snowplow can be self‑hosted on cloud or on‑premise environments and integrates with popular data platforms like Snowflake, BigQuery, Redshift, and Azure Synapse. Comprehensive documentation and an active community support implementation and ongoing operation.
When teams consider Snowplow, these hosted platforms usually appear on the same shortlist.
Looking for a hosted option? These are the services engineering teams benchmark against before choosing open source.
Real‑time personalization engine
Feeds validated event streams to recommendation models, enabling instant, context‑aware product suggestions.
Customer churn prediction
Aggregates enriched behavioral data into a data lake for ML pipelines that forecast churn with high accuracy.
Fraud detection in e‑commerce
Streams transaction events through enrichments to a monitoring system that flags suspicious activity instantly.
Unified analytics dashboard
Collects web, mobile, and server events into a warehouse, providing analysts with a single source of truth for cohort analysis.
Snowplow offers SDKs in more than 20 languages, including JavaScript, iOS/Swift, Android/Kotlin, Java, Python, and server‑side options.
Yes, the pipeline can stream data to popular warehouses and lakehouses such as Snowflake, BigQuery, Redshift, Azure Synapse, and also to custom destinations via HTTP.
It uses schema definitions and validation at ingestion, plus a suite of enrichments that add context and correct common issues before data reaches storage.
Snowplow provides a managed offering, but the core pipeline is also available for self‑hosted deployment on cloud or on‑premise environments.
Versions released before January 2024 will no longer receive security patches; users of newer versions should contact Snowplow to discuss licensing and support options.
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