TF1 slashes data costs 84% and accelerates campaign reporting with Snowflake
French broadcaster TF1 has adopted Snowflake's unified data and AI platform to improve its streaming and advertising business, particularly for its TF1+ service. The integration has led to a 99% faster campaign reporting time (from 5 days to 3 minutes) and a sixfold reduction in data ingestion costs. TF1 also leveraged Snowflake's platform to build an agentic AI ecosystem in nine days, enhancing advertising strategy and collaboration with partners like Netflix.
Key Takeaways
- Campaign reporting time dropped from five days to three minutes, enabling near real-time advertising performance analysis.
- Data ingestion costs were reduced by factor of six, driven by Snowflake's platform-level product innovations.
- The broadcaster built its first 'agentic' AI ecosystem in nine days for digital team advertising and activation planning.
- Unified data infrastructure now provides a single source of truth for 26 million daily active logged-in users on TF1+.
- Clean room and governance capabilities facilitates data collaboration with global partners including Netflix.
Why It Matters
TF1’s transition from a catch-up hub to a data-driven streamer highlights the critical role of unified infrastructure in scaling ad-supported video. By automating reporting and slashing ingestion costs, TF1 has freed senior analysts for higher-value strategy rather than manual reconciliation. This shift is essential in the fragmented French market, where local broadcasters must leverage precise first-party data to compete with global SVOD giants and YouTube. Moving forward, watch the adoption rate of TF1's agentic AI tools among external media agencies, which could set a new standard for self-serve campaign optimization in the European CTV sector.
Additional Context
The Snowflake integration follows a period of aggressive digital expansion for TF1. According to Broadband TV News (February 2026), the TF1+ platform averaged 38 million monthly streamers in 2025, reaching a record 42 million in October of that year. This audience growth has been paired with financial gains; TF1+ reported a 35.8% year-on-year increase in digital advertising revenue for 2025, even as the broader linear ad market softened. To maintain this momentum, TF1 has focused on first-party data through its 'Graph:ID' audience map, which connects user demographics to stable identifiers for cross-screen targeting.
Strategic distribution partnerships are also reshaping TF1’s market position. Per Ampere Analysis (June 2025), TF1 and Netflix signed a landmark agreement to bring TF1’s live linear channels and on-demand content to Netflix’s French subscribers starting in summer 2026. This deal marks the first time Netflix has integrated a third-party broadcaster’s live channels into its French service. By housing TF1 content within its own branded rail while allowing TF1 to retain control of ad inventory, the partnership leverages Snowflake’s data clean room capabilities to manage secure cross-platform measurement and compliance.
Industry-wide, the move toward agentic AI is accelerating. During the Snowflake Summit in June 2026, the vendor emphasized 'Snowflake CoWork' as a centerpiece for building autonomous AI agents that can reason over governed enterprise data. Per No Jitter (June 2026), this technology allows broadcasters to implement AI as a control plane for back-office systems, automating complex workflows like inventory allocation. TF1's rapid nine-day deployment of its 'Autopilot Agentic' solution aligns with this trend, targeting a reduction in manual campaign management labor as streaming viewing hours in France reached 1.2 billion in 2025 (Broadband TV News, February 2026).
Read full article at snowflake.com
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