Glances
Glances 4.5.9 closes out the 4.x line as a 5.0 beta opens for testing.
Comparison · Analytics
Delta Lake vs NetObserv
A side-by-side editorial comparison of Delta Lake and NetObserv — release velocity, themes, recent moves, and the top alternatives to consider.
Delta Lake vs NetObserv: at a glance
What is Delta Lake?
Delta Lake's public stream is Databricks builds and code cleanup on the way to 4.5.
Recent Delta Lake activity is release mechanics. The newest entries are a Delta Kernel 4.5.0 Databricks build, the removal of unused V2 streaming snapshot code, and CI changes that pause idle source-build jobs now that Spark 4.0 to 4.3 use published artifacts. The last user-facing fix in the window is still 3.3.3's log cleanup correction.
What is NetObserv?
NetObserv hit 2.0 without breaking changes, then started renaming its metrics.
NetObserv's operator reached 2.0.0 in September, labelled entirely non-breaking: BGP ASN enrichment through FRRConfiguration CRDs, DNS names in metrics, DNS port configuration in the FlowCollector API, stricter RBAC and network policies for the operator itself, and TLS settings taken from the OpenShift API server. 2.0.1 was fixes and dependency bumps. 2.0.2 fixes ASN labels and IPSec metrics, captures OpenSSL socket tuples at event time in the eBPF agent, and renames filtered_flows_total to filtered_packets_total.
Delta Lake vs NetObserv: editorial side-by-side
Delta Lake
5.0ANALYTICS
Delta Lake's public stream is Databricks builds and code cleanup on the way to 4.5.
◆ Current state
Recent Delta Lake activity is release mechanics. The newest entries are a Delta Kernel 4.5.0 Databricks build, the removal of unused V2 streaming snapshot code, and CI changes that pause idle source-build jobs now that Spark 4.0 to 4.3 use published artifacts. The last user-facing fix in the window is still 3.3.3's log cleanup correction.
◆ Where it's heading
The 4.5 line is being prepared in the open through kernel builds and cleanup, with the Spark connector consolidating V2 streaming onto the V1 snapshot path. The feed shows no 4.5 release notes yet.
◆ Prediction
A 4.5.0 release candidate or tag is the next visible step; until then expect more kernel builds and cleanup PRs.
NetObserv
2.5ANALYTICS
NetObserv hit 2.0 without breaking changes, then started renaming its metrics.
◆ Current state
NetObserv's operator reached 2.0.0 in September, labelled entirely non-breaking: BGP ASN enrichment through FRRConfiguration CRDs, DNS names in metrics, DNS port configuration in the FlowCollector API, stricter RBAC and network policies for the operator itself, and TLS settings taken from the OpenShift API server. 2.0.1 was fixes and dependency bumps. 2.0.2 fixes ASN labels and IPSec metrics, captures OpenSSL socket tuples at event time in the eBPF agent, and renames filtered_flows_total to filtered_packets_total.
◆ Where it's heading
The 2.0 line adds routing context (BGP ASNs) and DNS identity to flows, which moves the tool from 'which pod talked to which' toward 'which network and service.' The operator's own security posture, with RBAC, network policies and TLS profiles, is getting as much attention as the data. The TLS thread continues inside the eBPF agent, with OpenSSL tracking narrowed to packet mode in 2.0.2.
◆ Prediction
Expect 2.0.x fixes around the new ASN and TLS enrichment, which both needed corrections in 2.0.2. The metric rename is a signal that dashboards built on older names may need updating in later releases too.
Alternatives to Delta Lake and NetObserv
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Delta Lake or NetObserv.
Calibre
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
Dovetail
Dovetail opens its docs to Claude and ChatGPT as co-authors.
Apache SkyWalking
SkyWalking 11.1 builds service maps from OpenTelemetry traces, no SkyWalking agent required.
OpenReplay
OpenReplay's feed is Helm chart bumps behind its asset-cacher deny list.
Tinybird
Tinybird shrinks its Local image by a third after a run of observability updates.
See all Delta Lake alternatives → · See all NetObserv alternatives →
Recent activity from Delta Lake and NetObserv
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoDelta LakeDelta Kernel 4.5.0 Databricks build, November 6
- 4d agoDelta LakeSpark connector drops unused V2 streaming snapshot code
- 5d agoDelta LakeIdle Spark source-build CI jobs paused
- 5d agoDelta LakeDelta Kernel 4.5.0 Databricks build stamped
- 11d agoNetObserv2.0.2 fixes ASN enrichment and renames a flow metric
- 28d agoDelta LakeDelta Kernel 4.5.0 Databricks runtime build
- 1mo agoNetObserv2.0.1 adjusts DNS port defaults and bumps dependencies
- 1mo agoDelta LakeDelta Lake 4.4.1 patch release tagged
- 1mo agoNetObserv2.0.0 adds BGP ASN enrichment and stricter operator RBAC
- 3mo agoNetObserv1.12.0 adds TLS alerting, flp-informers and signed releases
- 4mo agoNetObserv1.11.5 adds TLS metrics, Kafka compression and drop events
- 7mo agoNetObservTLS tracking arrives as a feature knob with new TLS fields ⚡
Frequently asked questions
What is the difference between Delta Lake and NetObserv?
They serve adjacent needs but don't currently overlap on shipped themes. Delta Lake is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Delta Lake better than NetObserv?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Delta Lake is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Delta Lake?
Top Delta Lake alternatives in Analytics are ranked by recent ship velocity. Browse the "Delta Lake alternatives" section above for the current picks, or visit /alternatives/delta-lake for the full list with editorial commentary on each.
What are the best alternatives to NetObserv?
Top NetObserv alternatives in Analytics are ranked by recent ship velocity. Browse the "NetObserv alternatives" section above for the current picks, or visit /alternatives/netobserv for the full list with editorial commentary on each.