| Pricing & commercial |
| Starting price (monthly) | $300 | Contact sales (enterprise) |
| Pricing model | Fixed per tier | Annual enterprise contracts |
| Integration scope |
| Sources | 260+ | Broad |
| ETL capabilities | ETL, ELT, Reverse ETL, wildcard processing | ✓Full ETL/ELT |
| API management | ✓Full | ✓Full |
| On-prem deployment | ✓ | ✓ |
| CDC & Streaming |
| CDC engine | Debezium-compatible, built-in (no Kafka required) | Qlik Replicate (formerly Attunity) — strong heritage in mainframe/SAP CDC |
| Database CDC sources | MySQL, Postgres, SQL Server, Oracle, MongoDB, DB2, others | MySQL, Postgres, SQL Server, Oracle, DB2, mainframe, SAP |
| Streaming queues | Kafka, EventHubs, Kinesis, SQS, PubSub, ActiveMQ, RabbitMQ | Kafka |
| IoT brokers | ✓MQTT brokers | — |
| Real-time replication | Log-based CDC, full, incremental | Log-based CDC, full, incremental |
| Change tracking modes | Log-based, trigger-based, timestamp/high-watermark | Log-based, agentless gateway |
| Gen AI |
| AI agent | ✓Built-in agent (Simba) — builds and edits flows from chat | ✓Agentic data engineering (Qlik Talend Cloud, GA 2025) |
| Agent capabilities | Reads metadata, reads/samples data, writes JS & SQL, schedules, deploys, monitors | Generate SQL transformations, data quality rule assistant, agent-to-agent (A2A) protocol |
| Natural-language flow building | ✓‘Vibe-build’ — create flows by describing what you want | Partial — AI-augmented pipelines, no-code to pro-code |
| AI-driven mapping | ✓Auto-suggests source-to-destination mappings | ✓ |
| Built-in analytics | ✓Agent runs analysis on flow data and pipeline behavior | ✓via Qlik analytics integration |
| Chat across product | ✓Same agent context on every screen | Partial |
| CLI for agent | ✓Full CLI access for run/deploy/monitor/manage | — |
| Trains on customer data | Never | Not by default |
| Compliance & security |
| SOC 2 / HIPAA / GDPR | ✓All three | ✓All three |