DataTorrent
DataTorrent is a Hadoop/YARN-native platform that provides unified real-time stream and batch processing and includes management, monitoring, graphical application assembly, and visualization tooling.
MarketsData Integration (ETL/ELT)
DataTorrent is a Hadoop/YARN-native platform that provides unified real-time stream and batch processing and includes management, monitoring, graphical application assembly, and visualization tooling.
Published Oct 10, 2026
Apex’s inactive/discontinued status and DataTorrent’s company shutdown indicate declining adoption.
| Starting Price | Historically enterprise contract; public list price not found; open-source components exist | Open source (self-hosted); managed offerings vary by vendor | Open source (self-hosted); managed offerings vary by vendor |
| Most suitable for | Legacy Hadoop/YARN environments needing unified stream and batch processing (historical) | Modern large-scale stateful streaming, event-time processing, active ecosystem | Teams already on Spark for batch and seeking integrated streaming |
| Key Strength | Tight Hadoop/YARN integration; operator library (Malhar); historical focus on fault-tolerance semantics | Strong state/event-time model; active ecosystem; broad connectors | Broad ecosystem; strong adoption; integrates with batch, ML, and data engineering |
| Key Weakness | Vendor shutdown; Apex discontinued/inactive; domain ambiguity | Operational complexity at scale; requires streaming expertise | Historically involved micro-batch/latency tradeoffs (depends on mode); tuning complexity |