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Comparison · Analytics
Apify vs Delta Lake
A side-by-side editorial comparison of Apify and Delta Lake — release velocity, themes, recent moves, and the top alternatives to consider.
Apify vs Delta Lake: at a glance
| Feature | Apify | Delta Lake |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | ai-agents, mcp, actor-marketplace, breaking-changes | lakehouse, data-correctness, delta-kernel, patch-releases |
| Last editorial update | 7h ago | 20d ago |
| Website | — | Visit → |
What is Apify?
Apify reshapes its Store API for agents, and it will break some integrations on Nov 15.
Apify's October work treats AI agents as the main Store client. On November 15, GET /v2/store moves to a relevance-ranked search backend: search returns a single page of at most 100 results, offset and sortBy are ignored, total and count change meaning, and noisy fields are dropped to save agent context. Earlier in October, the MCP server gained tools to build Actors, read build and run logs and read source files, and the Store was regrouped into use-case categories.
What is Delta Lake?
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Recent Delta Lake activity is mostly release mechanics: 4.4.0 and 4.4.1 tags, a stream of Databricks runtime kernel builds, and patch releases. The newest build is labelled Delta Kernel 4.5.0, the first sign of the next minor line. The substantive user-facing work sits in patches such as the 3.3.3 fix for log cleanup deleting files still needed for time travel.
Apify vs Delta Lake: editorial side-by-side
Apify
5.0ANALYTICS
Apify reshapes its Store API for agents, and it will break some integrations on Nov 15.
◆ Current state
Apify's October work treats AI agents as the main Store client. On November 15, GET /v2/store moves to a relevance-ranked search backend: search returns a single page of at most 100 results, offset and sortBy are ignored, total and count change meaning, and noisy fields are dropped to save agent context. Earlier in October, the MCP server gained tools to build Actors, read build and run logs and read source files, and the Store was regrouped into use-case categories.
◆ Where it's heading
The arc from June to now is consistent: MCP connectors, x402 payments for agents without accounts, Apify AI for plain-English runs, and now a Store API and MCP toolset tuned for agents over human paging. Apify is accepting breakage for existing integrations in exchange for better agent results.
◆ Prediction
Expect migration guidance and possibly a grace period around the November 15 cutover, followed by more MCP tools moving into the default set.
Delta Lake
5.0ANALYTICS
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
◆ Current state
Recent Delta Lake activity is mostly release mechanics: 4.4.0 and 4.4.1 tags, a stream of Databricks runtime kernel builds, and patch releases. The newest build is labelled Delta Kernel 4.5.0, the first sign of the next minor line. The substantive user-facing work sits in patches such as the 3.3.3 fix for log cleanup deleting files still needed for time travel.
◆ Where it's heading
The project keeps 3.x and 4.x alive and spends its public changelog on correctness and catalog integration rather than new table features. Kernel builds tagged for Databricks runtime suggest Kernel development is paced by Databricks' own release train, with the open-source releases following.
◆ Prediction
A 4.5.0 open-source release is the likely next notable entry given the kernel version label, but the entries don't say what it will contain.
Alternatives to Apify and Delta Lake
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 Apify or Delta Lake.
Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Apache Storm
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
Apache HertzBeat
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
OpenPanel
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
Apache TsFile
TsFile 2.5 adds Go to its Java, C++ and Python implementations.
See all Apify alternatives → · See all Delta Lake alternatives →
Recent activity from Apify and Delta Lake
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoApifyApify Store API: new search backend and breaking changes
- 17d agoApifyBuild and debug Actors with new Apify MCP tools
- 20d agoDelta LakeDelta Kernel 4.5.0 Databricks runtime build
- 27d agoApifyFind Actors by use case with new Store categories
- 1mo agoDelta LakeDelta Lake 4.4.1 patch release tagged
- 1mo agoDelta LakeInternal Databricks runtime kernel build
- 2mo agoApifyCreate an Actor with a Git repo in a few clicks
- 2mo agoDelta LakeDelta Lake 4.4.0 released
- 2mo agoDelta LakeDelta Lake 3.3.3
- 3mo agoDelta LakeInternal Databricks runtime kernel build
- 3mo agoApifyApify AI (beta) is live. Describe what you need and get results ⚡
- 4mo agoApifyPay for Apify Actors with x402 ⚡
Frequently asked questions
What is the difference between Apify and Delta Lake?
They serve adjacent needs but don't currently overlap on shipped themes. Apify and Delta Lake are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Apify better than Delta Lake?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apify and Delta Lake are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Apify?
Top Apify alternatives in Analytics are ranked by recent ship velocity. Browse the "Apify alternatives" section above for the current picks, or visit /alternatives/apify for the full list with editorial commentary on each.
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.