| Pricing & commercial |
| Starting price (monthly) | $300 | Contact sales (enterprise) |
| Pricing model | Fixed per tier | Annual enterprise contracts |
| Integration scope |
| Sources | 260+ | 600+ Snaps |
| ETL capabilities | ETL, ELT, Reverse ETL, wildcard processing | ✓ETL/ELT |
| API management | ✓Full | ✓Full |
| On-prem deployment | ✓ | ✓Groundplex |
| CDC & Streaming |
| CDC engine | Debezium-compatible, built-in (no Kafka required) | Partial — primarily integration platform, CDC via specific Snaps |
| Database CDC sources | MySQL, Postgres, SQL Server, Oracle, MongoDB, DB2, others | Via Snaps |
| Streaming queues | Kafka, EventHubs, Kinesis, SQS, PubSub, ActiveMQ, RabbitMQ | Kafka, JMS |
| IoT brokers | ✓MQTT brokers | ✓MQTT (via Snap) |
| Real-time replication | Log-based CDC, full, incremental | Event-driven |
| Change tracking modes | Log-based, trigger-based, timestamp/high-watermark | Polling, log-based via specific Snaps |
| Gen AI |
| AI agent | ✓Built-in agent (Simba) — builds and edits flows from chat | ✓AgentCreator, Iris AI |
| Agent capabilities | Reads metadata, reads/samples data, writes JS & SQL, schedules, deploys, monitors | Build pipelines from natural language, generate SQL, agent orchestration |
| Natural-language flow building | ✓‘Vibe-build’ — create flows by describing what you want | ✓ |
| AI-driven mapping | ✓Auto-suggests source-to-destination mappings | ✓Iris AI (long-standing) |
| Built-in analytics | ✓Agent runs analysis on flow data and pipeline behavior | Partial |
| Chat across product | ✓Same agent context on every screen | ✓ |
| CLI for agent | ✓Full CLI access for run/deploy/monitor/manage | — |
| Trains on customer data | Never | Not by default |