Blog
Insights on building, scaling, and enforcing real-time decisions in modern data-driven systems.
Key takeaway Fraud losses keep rising despite record investment in detection, because in most financial services stacks the systems that hold state, apply decision logic and enforce outcomes are separate….
Why "how many transactions per second?" is the wrong first question, and what real-world PoC data tells us about VoltDB performance across telco, financial services, and autonomous network workloads The…
I spent the best part of a decade building online charging systems before I joined Volt, and I'll let you in on something: in a small market, charging is a…
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The Systems Gap: Why the Model Is Rarely the Problem, and the Gap Between Systems Is
Fraud losses keep rising despite record investment in detection, because in most financial services stacks the systems that hold state,…
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How Fast Is VoltDB in Reality? The TPS Pitfall
Why “how many transactions per second?” is the wrong first question, and what real-world PoC data tells us about VoltDB…
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When late is wrong: Charging at real scale
I spent the best part of a decade building online charging systems before I joined Volt, and I'll let you…
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Shiny Object Syndrome: Separating Real Fintech Value from Demo-Stage Hype
FinovateFall wrapped in New York last week: three days, dozens of live demos, and an agenda dominated by AI in…
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What Turns an Agentic AI Recommendation Into an Automated Network Decision?
In June, in the middle of the World Cup, Jai Rajaraman of Ocient and I presented a webinar with STL…
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The Decisioning Layer in Financial Services: Why a Late Decision Is a Wrong Decision
The gap nobody budgets for Financial services has never been better at detecting fraud. Models are accurate, scores arrive in…
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The Kafka Tax: Where Cost, Complexity, and Latency Add Up When You Do Not Need the Full Cluster
In the first part of this series, I argued that Databricks and Snowflake are not walking away from Apache Kafka.…
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Stop Reading, Start Running: The Volt Developer Hub is Live
Introducing the Volt Active Data Developer Hub – three guided paths for Kafka, SQL, and AI-agent builders, a browser sandbox…
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Observability Sees the Past. Your Network Needs Someone to Act on the Present
If you work in network operations, financial services, or any environment running at enterprise scale, you have invested heavily in…
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The Quiet Redesign Around Kafka: What Databricks and Snowflake’s New Ingestion Bets Reveal
Apache Kafka is not going anywhere. That needs to be said plainly before anything else, because the headlines coming out…
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What We Learned About Agentic AI in Telecom at DTW Ignite 2026
DTW Ignite brought together network operators, vendors, and systems integrators to talk about where telecom infrastructure is heading. This year…
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What We Learned About Agentic AI in Financial Services at FinNext 2026
FinNext 2026 brought together leaders from banking, fintech, payments, lending, and technology to talk about where the financial services industry…
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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.
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