Data Flow Manager - 2026 Pricing, Features, Reviews & Alternatives

Data Flow Manager is an Agentic AI Control Plane for Apache NiFi Operations, built for enterprises running NiFi at real scale.

Run, manage, and fix NiFi challenges across all clusters, environments, and flows using simple natural-language prompts.

One platform. One control plane. Zero firefighting.

DFM replaces fragmented UIs, brittle scripts, and reactive operations with centralized, AI-driven control, enabling NiFi teams to transition from manual operations to governed, autonomous execution.

What DFM delivers:

• Centralized control across all NiFi clusters and environments

• Prompt-driven flow deployment and promotion

• Pre-deploy flow validation & sanity checks

• Scheduled and controlled flow deployments

• Centralized controller service management

• Built-in approval workflows and RBAC

• Immutable, detailed audit logs

• Unified visibility into flow health and runtime state

Built for enterprise reality

→ Production-proven with large, global NiFi deployments

→ Works with your existing Apache NiFi—no redesign required

→ On-prem or cloud, with enterprise-grade security and compliance

Why teams choose DFM 2.0:

• Up to 70% reduction in operational effort

• Errors detected before they reach production

• Faster deployments with consistent governance

• Less dependence on scarce NiFi experts

• Predictable costs with pay-as-you-go pricing

DFM turns Apache NiFi into a governed, AI-operated platform.

If you can describe the task, DFM can do it.