Batch to Streaming

Why Batch Pipelines Can’t Keep Up
in a Real-Time World

DeltaStream replaces slow, complex batch pipelines with real-time dataflows using SQL—cutting lag, reducing maintenance, and powering faster decisions.

Why Batch Pipelines Can’t Keep Up
in a Real-Time World

Why Batch Pipelines Can’t Keep Up in a Real-Time World

Legacy batch pipelines weren’t designed for today’s always-on data needs. They’re slow to update, painful to maintain, and block innovation. Whether you’re feeding dashboards, powering AI models, or syncing downstream systems—hourly refreshes and brittle orchestration simply aren’t fast enough.

DeltaStream lets you shift from batch to real-time—quickly. Build continuous data pipelines using SQL, eliminate complex handoffs, and deliver insights in seconds, not hours.

DeltaStream Fusion

Data doesn’t wait—and neither should your business.

Data doesn’t wait
—and neither should your business.

DeltaStream Fusion is a unified analytics platform that transforms your batch workflows into real-time data streams that are efficient and always in motion. No more waiting on hourly jobs, overprovisioning infrastructure resources, juggling brittle schedulers, or patching handoffs between systems.

With DeltaStream Fusion, you build once, in SQL, and stream everywhere. Whether you’re powering live dashboards, real-time personalization, or feeding ML models with fresh data, your pipelines stay fast, responsive, and reliable.

We eliminate the complexity of batch behind so your team can focus on what matters: delivering real-time value to your business.

The DeltaStream Impact

Build Streaming Pipelines with Ease

Build continuous streaming pipelines using the SQL you already know—no need for Java or Scala expertise.
Power Instant Experiences

Serve up real-time insights where they matter—inside customer apps, dashboards, or operational models.
Stream Data Wherever You Need It

Seamlessly send enriched, ready-to-use data to your warehouse, lakehouse, or lake for smarter, accurate analytics.
Serverless by Design

Skip the infrastructure busywork. Define what you want, and DeltaStream handles the rest—scaling and managing behind the scenes.
Connect in Minutes, Not Months

Prebuilt integrations make it easy to start streaming from systems like Kafka, Debezium, Snowflake, and Databricks with zero code.