Research Notes

Research Note: Snowflake Acquires Observe, Advancing Data Platform & Observability Integration

Snowflake recently announced a definitive agreement to acquire Observe, an AI-powered observability platform built on Snowflake’s infrastructure. Valued at approximately $1 billion, this is Snowflake’s second observability-related acquisition, after TruEra in May 2024.

These acquisitions challenge the traditional separation between observability infrastructure and data platforms. By treating telemetry data (logs, metrics, traces) as first-class data within Snowflake rather than requiring specialized observability infrastructure, the combined offering promises to reduce observability costs while enabling full-fidelity data retention.

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Research Note: Improving Inference with NVIDIA’s Inference Context Memory Storage Platform

At NVIDIA Live at CES 2026, NVIDIA introduced its Inference Context Memory Storage (ICMS) platform as part of its Rubin AI infrastructure architecture. NVIDIA’s ICMS addresses KV cache scaling challenges in LLM inference workloads.

The technology targets a specific gap in existing memory hierarchies where GPU high-bandwidth memory proves too limited for growing context requirements while general-purpose network storage introduces latency and power consumption penalties that degrade inference efficiency.

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