{"categories":[{"label":"Database","url":"https://skillfed.io/packages/category/database/4"}],"enrichment":{"capability":"Streams data in real-time into Snowflake tables via a Python SDK with a Rust-based core for high performance.","skillfed_tags":["streaming-ingest","rust-backed"],"use_cases":["Real-time event streaming from application logs or sensors for live analytics","Continuous ETL pipelines that ingest data from message queues or APIs","Live dashboards and monitoring systems requiring sub-second data freshness","IoT data ingestion where devices or edge systems stream measurements","Change Data Capture workflows that stream database changes in near-real-time"],"what_it_does":"Snowpipe Streaming is a Python SDK for real-time data ingestion built with a Rust core and Python bindings using stable ABI (abi3) for forward compatibility across Python 3.9\u20133.13. It manages channel lifecycle, row buffering, and communication with streaming infrastructure, handling retries and backpressure automatically. The single runtime dependency is msgspec for fast serialization.\n\nYou instantiate a client with credentials and pipe metadata, open a channel, append rows as dictionaries, and close when done. It targets production streaming workloads where latency and throughput matter\u2014typical use is continuous or near-continuous data flow, not one-off bulk loads.","worth_installing":"Yes, if you need to stream data at scale. The package is actively maintained, has no known vulnerabilities, uses a permissive license, and offers prebuilt wheels for common platforms. Medium install friction is acceptable for a compiled Rust extension. Install only if you have streaming requirements; it is not a general-purpose data tool."},"id":"snowpipe-streaming","links":{"html":"https://skillfed.io/packages/snowpipe-streaming","md":"https://skillfed.io/packages/snowpipe-streaming.md","pypi":"https://pypi.org/project/snowpipe-streaming/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-07-23","license_spdx":null,"license_treatment":"permissive","name":"snowpipe-streaming","python_support":"supports_current","summary":"Snowflake Streaming Ingest SDK"},"popularity":{"monthly_downloads":153388,"position":10882,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.7.0"}