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PlatformsTechnical DevelopmentJuly 23, 2026

FastPix enables custom audience retention graphs via new technical tutorial

FastPix

FastPix released a technical tutorial demonstrating how developers can build custom audience retention graphs using the company's monitoring SDK, Python, and ClickHouse. The guide walks users through the process of transforming raw playback event streams into granular viewer drop-off data.

Key Takeaways

  • Tutorial utilizes just 60 lines of ClickHouse SQL and Python to process raw view data into retention visualizations.
  • Integrated monitoring SDK supports HLS.js, Video.js, and Dash.js, plus native mobile platforms, for data collection.
  • Data exports from the FastPix Video Data API include 136 columns per view, featuring full playback event streams.
  • Developers can append up to 10 custom dimensions to playback sessions for cohort, user identification, or account-level retention analysis.

Why It Matters

The release of this tutorial signals a push for data democratization within self-hosted video platforms that lack the native analytical depth of major social networks. By providing a blueprint for low-latency, granular interval analysis, FastPix is helping independent providers close the gap on viewer behavioral insights. This move coincides with an industry-wide shift toward using ClickHouse for high-volume event streaming, as platforms increasingly prioritize real-time performance to optimize content pacing and reduce churn. We expect a rise in third-party and open-source analytics integration as independent operators seek to match the sophisticated retention benchmarking of enterprise competitors like Netflix or YouTube. Watch for whether FastPix integrates these automated retention views directly into its core platform dashboard in 1H 2027.

Additional Context

The move by FastPix follows a broader industry trend of enhancing transparency in video performance metrics. Per ClickHouse, May 2026, the database provider has been aggressively targeting real-time event streaming use cases, recently launching 'ClickHouse Agents' to facilitate automated data analysis across massive datasets. This infrastructure shift is critical for streaming as the global video market is projected to reach $195.85 billion in 2026, according to Quantumrun, May 2026, necessitating more robust tools to manage and interpret burgeoning subscriber and engagement data.

Related developments in the enterprise sector underscore the competitive pressure for high-fidelity analytics. Brightcove and Wistia have both expanded their viewer retention analysis features as of March 2026, specifically targeting branded content and marketing video performance. Simultaneously, established platforms like Vimeo have prioritized geographic heatmaps and video comparison reports to help creators identify demographic-specific drop-off points.

Technical infrastructure is also evolving to support these intensive data tasks. Mordor Intelligence reported in May 2026 that North American OTT platforms are increasingly decomposing monolithic architectures into cloud-native microservices for encoding and analytics. This transition allows for more specialized data processing, such as the interval analysis described by FastPix, without impacting core playback latency. Furthermore, the growth of 'Edge AI,' as noted by Monitoreal in November 2025, suggests that future analytics may move toward processing behavioral intent directly at the source—further refining how audience engagement is measured across fragmented device ecosystems.


Read full article at fastpix.com

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