Streaming/Kafka
Insights on building, scaling, and enforcing real-time decisions in modern data-driven systems.
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8 min read
Three Trends Reshaping Real-Time Systems in 2026
As we move through 2026, three major shifts are converging to fundamentally change how organizations build and operate mission-critical systems.…
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Lessons from the AWS Outage and Why Deterministic Decision Fabrics Matter
In mid-October 2025, a single race condition in the DNS automation layer behind Amazon DynamoDB triggered one of the largest…
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Confluent Current 2025: Real-Time AI, Context, and a Streaming Industry at a Crossroads
Last week, I spent a few days in New Orleans for Confluent Current 2025, surrounded by the people who’ve helped…
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Agentic AI Takes the Stage: Key Shifts from Data Streaming Summit 2025
Last month, I attended StreamNative’s 2025 Data Streaming Summit, where one trend became unmistakably clear: the center of gravity in…
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ACID Without Locks: Why Deterministic Concurrency Works
Is your database truly ACID compliant—or just locked down by compromises? In the ever-evolving landscape of databases, ACID compliance remains…
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7 Data Patterns That Demand Volt for Streaming Decisions
Modern real-time systems generate an exponentially increasing number of events. These events offer an invaluable opportunity to respond, but that…
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When NoSQL Isn’t Enough: The Need for a Stronger Data Platform
Introduction NoSQL databases and data platforms have gained widespread adoption over the past decade, offering flexible schema design, horizontal scalability,…
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Understanding Volt Active Stream Processing
Processing data streams in real time has become essential for modern businesses. The rapid increase in data generation and the…
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Top 3 Kafka Streams Challenges
We’ve been writing a lot about challenges lately. We recently wrote about API challenges – now we’re discussing challenges with Kafka Streams. …
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Top 5 Real-Time Data Processing Trends of 2023
2023 was a huge year for real-time data processing. Enterprises are more focused than ever using real-time data to guide…
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New Benchmark: Volt Very Cost-Effective at Scale on Amazon Hardware
Volt has been involved with the Yahoo! Cloud Serving Benchmark (YCSB) for some time. Every now and then we re-run the benchmark…
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8 min read
How to Add Real-Time Decisioning to Streaming Data
Streaming data has become practically ubiquitous. From social media feeds to IoT sensors, businesses are now inundated with real-time data.…
Let’s Talk
Volt is the real-time decisioning layer for mission-critical systems, ensuring decisions are made and enforced immediately against accurate state, even under sustained load.
If your system cannot tolerate delayed enforcement, inconsistent behavior, or reconciliation after the fact, let’s start a conversation about whether a dedicated decisioning layer makes sense for your architecture.