By 2025, every major analytics platform was shipping beyond the warehouse
From 40 official release candidates, 23 major milestones form the clearest timeline: open table formats and ingestion first, then business-facing AI, agents, operational databases, and observability. The densest year was 2025, with 11 selected milestones.
23
major milestones selected
11
milestones in peak year 2025
4
platforms compared
2024–26
release window through 24 Aug 2026
Release timeline by platform and year
SnowflakeDatabricksBigQueryClickHouse
2024
2025
2026
Snowflake
16 AprArctic Embedopen-source embedding models
21 JunIceberg Tables GAopen storage interoperability
3 JunSnowflake Intelligenceagentic business experience
3 JunOpenflowmulti-modal ingestion
11 DecIntelligence GAenterprise AI agents
2 JunHorizon Contextgoverned context for AI and BI
Databricks
25 SepAI Model Sharing GAmodels through Delta Sharing
30 AprSAP Databricks GAmanaged service in SAP BDC
12 JunLakeflow GAunified data engineering
12 Jun / 17 SepDatabricks Oneannounced, then public preview
2 FebLakebase GAoperational database
BigQuery
10 AprAI-ready platformKafka integration preview
12 NovDataplex discoverycatalogs Cloud Storage data
7 MayData products previewproduct-oriented organization
28 MayBigLake Metastore GAlakehouse foundation
16 JunData Science Agentpreview
29 JulConversational Analytics GAchat with live data
ClickHouse
No selected milestone
22 JanEnterprise tiersecurity and disaster recovery
19 FebBYOC on AWS GAmanaged service in customer VPC
29 MayManaged ClickStack GAobservability stack
29 MayAgents public betaagentic analytics
29 MayClickHouse Postgres betatransactional engine
What changed
01
Open data became table stakes. Snowflake’s Iceberg Tables GA, BigQuery’s BigLake foundation, and Databricks model sharing all reduce boundaries around data and AI assets. snowflake.com
02
The interface moved from SQL to conversation. Snowflake Intelligence, Databricks One, and BigQuery Conversational Analytics all target business users rather than only data teams. cloud.google.com
03
Warehouse vendors expanded into operational systems. Databricks Lakebase and ClickHouse Postgres explicitly bridge transactional and analytical workloads. databricks.com
04
May–June became the release center of gravity. Eleven of the 23 selected milestones landed in those two months, clustered around vendor conferences and major launch events. clickhouse.com
Three strategic pivots
Business-facing AI
Conversation becomes the UI
Snowflake Intelligence, Databricks One, and BigQuery Conversational Analytics package governed data access for non-SQL users.
Operational convergence
Analytics meets transactions
Lakebase and ClickHouse Postgres pull operational database workloads into platforms historically associated with analytics.
Platform expansion
Ingestion and observability join the core
Openflow, Lakeflow, and Managed ClickStack extend competition upstream into movement and downstream into operations.
Supporting release log
| Date | Platform | Product or milestone | Status | Source |
|---|---|---|---|---|
| 2024-04-10 | BigQuery | Unified AI-ready platform / Kafka integration | Preview | cloud.google.com |
| 2024-04-16 | Snowflake | Arctic Embed | Launched | snowflake.com |
| 2024-06-21 | Snowflake | Iceberg Tables | GA | snowflake.com |
| 2024-09-25 | Databricks | AI Model Sharing | GA | databricks.com |
| 2024-11-12 | BigQuery | Dataplex Cloud Storage discovery | Announced | cloud.google.com |
| 2025-01-22 | ClickHouse | ClickHouse Cloud Enterprise tier | Introduced | clickhouse.com |
| 2025-02-19 | ClickHouse | BYOC on AWS | GA | clickhouse.com |
| 2025-04-30 | Databricks | SAP Databricks on SAP BDC | GA | databricks.com |
| 2025-05-07 | BigQuery | Data products | Experimental preview | cloud.google.com |
| 2025-05-28 | BigQuery | BigLake Metastore | GA | cloud.google.com |
| 2025-06-03 | Snowflake | Snowflake Intelligence | Announced | snowflake.com |
| 2025-06-03 | Snowflake | Openflow | Announced | snowflake.com |
| 2025-06-12 | Databricks | Lakeflow | GA | databricks.com |
| 2025-06-12 | Databricks | Databricks One | Announced | databricks.com |
| 2025-09-17 | Databricks | Databricks One | Public preview | databricks.com |
| 2025-12-11 | Snowflake | Snowflake Intelligence | GA | snowflake.com |
| 2026-02-02 | Databricks | Lakebase | GA | databricks.com |
| 2026-05-29 | ClickHouse | Managed ClickStack | GA | clickhouse.com |
| 2026-05-29 | ClickHouse | ClickHouse Agents | Public beta | clickhouse.com |
| 2026-05-29 | ClickHouse | ClickHouse Postgres | Public beta | clickhouse.com |
| 2026-06-02 | Snowflake | Horizon Context | Introduced | snowflake.com |
| 2026-06-16 | BigQuery | Data Science Agent | Preview | cloud.google.com |
| 2026-07-29 | BigQuery | Conversational Analytics | GA | cloud.google.com |
Method: 40 candidate milestones extracted from official vendor pages across four sites; 23 were retained as major named products, platform capabilities, previews, or GA events. Dates measure the stated release milestone or, when absent, the official page publication date. Routine version releases, minor connectors, tutorials, and customer stories were excluded. Research current through 24 August 2026.