Snowflake
Cloud data platform that enables organizations to store, process, and analyze large-scale data workloads across multiple clouds.
About this data
Updated August 10, 2026
Overall Pulse Score
+12 over this period
A 0-100 index summarizing the tone of 380 relevant public mentions gathered from public online communities across 12 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Weekly Sentiment Trend
Pulse Score by week over the selected period. Each point is one complete week of mentions.
This week in public discussion
Recent discussion around Snowflake skewed heavily negative over the past several weeks, with bug reports and reliability concerns dominating the conversation across 96 mentions. Commenters frequently flagged issues including Terraform provider masking problems, outdated JDBC dependencies, and integration compatibility gaps with tools like Olake and dbt. A handful of praise-focused mentions highlighted good integrations and specific feature improvements, such as support for Snowflake Managed Iceberg Tables. Overall sentiment remained critical, with complaints outpacing positive mentions by a wide margin.
Read the deeper analysisAI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
In the news
Recent coverage from reputable tech publications, updated daily. Headlines and links only, shown for context and separate from the sentiment score.

Snowflake launches Cortex AI Gateway to control AI agents and prevent runaway enterprise costs
Snowflake announced Cortex AI Gateway on Tuesday, a centralized control layer designed to govern how AI agents — including those built by competitors like Anthropic's Claude Code and Cursor — access e...
Read at sourceHacker pleads guilty to stealing data from more than 165 Snowflake customers
Connor Moucka pled guilty to hacking and stealing data from more than 165 Snowflake customers, which net him and his accomplices more than $2.5 million in ransom payments.
Read at sourceSentiment mix by week
How the tone of public discussion splits each week.
Most-discussed praise
Most-discussed complaints
Themes across the selected period, with mention counts.
How Snowflake compares
Pulse Score over the selected period versus the top tracked competitors in Software.
Where the mentions come from
Share of the 380 relevant public mentions in the selected period, by source.
Sample public mentions
Showing 5 of 380 analyzed public mentions in this period, with links to the original source. We do not reproduce full threads.
“dbt-snowflake==1.10.5 installs incompatible dbt-core 2.0.0-alpha.1 due to unbounded >=1.10.0rc0 constraint, causing hard errors on dbt run-operation. ### Is this a new bug? - [x] I believe this is a new bug - [x] I have searched the existing issues — closest match is #1992 (same ...”
“SNOW-3651566: QueryContext/Close can block far past the callers context deadline — post-cancellation cleanup uses an unbounded, uncancellable context.Background(). > 1. What version of GO driver are you using? github.com/snowflakedb/gosnowflake/v2 v2.0.0 2. What operating system ...”
“Unexpected snowflake.log appearing in my home directory. ## System details: Positron and OS details: Version: Positron Version: 2026.06.0 build 211 Code - OSS Version: 1.111.0 Commit: d5f94f072b1083b8237930739cb6525c6e12e1da Date: 2026-05-28T01:04:13+02:00 Commit: 39.6.0 Date: 14...”
“st.connection(conn_name, type='snowflake') doesn't use named connection.. ### Checklist - [x] I have searched the existing issues for similar issues. - [x] I added a very descriptive title to this issue. - [x] I have provided sufficient information below to help reproduce this is...”
“SNOW-3168502: Add auto-closing for web browser authentication windows. ### What is the current behavior? When using authenticator='externalbrowser' with snowflake-connector-python, the connector opens a browser window for SSO authentication. After successful login, a success page...”
375+ more analyzed mentions, full history, and theme breakdowns are part of Pro.
Get ProDeeper analysis
- Bug reports and reliability complaints overwhelmingly dominated discussion volume across the four-week window.
- Sentiment peaked briefly in late May before declining through June and dropping more sharply in the most recent weeks.
- Opinion was divided on integrations, with some commenters praising connectivity potential while others cited gaps and compatibility blockers as active frustrations.
- An engaged subset of commenters framed feature requests and new capabilities with cautious interest, tempering but not offsetting the broadly negative tone.
| Praise theme | Mentions |
|---|---|
| Strong features | 39 |
| Good integrations | 31 |
| Feature requests | 16 |
| New releases | 12 |
| Performance | 7 |
| Complaint theme | Mentions |
|---|---|
| Bugs | 191 |
| Reliability | 104 |
| Missing features | 75 |
| Lacking integrations | 51 |
| Feature requests | 29 |
Public discussion around Snowflake over the four-week window was heavily weighted toward frustration, with complaint themes outnumbering praise themes by a wide margin in raw mention volume. Bugs were the dominant topic by a significant distance, appearing far more frequently than any positive theme, and reliability concerns compounded the negative tone. Commenters frequently surfaced issues ranging from dependency pinning problems in Snowpark Java to Terraform provider behavior marking sensitive fields unnecessarily, suggesting that day-to-day engineering friction was a persistent undercurrent across the period.
The score trajectory tells a story of early recovery followed by erosion. Discussion opened the window with a modest lift, peaking in late May before pulling back through June and then dropping more sharply in the final tracked weeks. The peak in late May coincided with the highest mention volume, implying a surge of engagement that carried a slightly more mixed rather than purely negative tone, but that relative brightness faded quickly. By late June sentiment had settled into a lower band, and the sparse but very low scores in the final two data points suggest the most recent commentary skewed notably negative even if volume was thin.
On the positive side, commenters pointed to integrations and specific features with some appreciation, and feature requests appeared in both praise and complaint buckets, indicating an engaged user base that sees potential even while criticizing gaps. Several mentions touched on Snowflake Managed Iceberg Tables and interoperability scenarios, reflecting interest in where the platform is heading rather than satisfaction with where it stands today.
Division in opinion centered largely on the integration story. Some voices framed connectivity and external data source support as a genuine strength or promising direction, while others flagged integration gaps and compatibility issues as blockers. The deprecation of third-party destination connectors in adjacent tooling also surfaced as a point of concern for teams relying on Snowflake within broader data pipelines.
AI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Member perspectives
Individual opinions from Pro members, posted over time. These are personal member views, not aggregated sentiment data.
Overall Pulse Score
+12 over this period
A 0-100 index summarizing the tone of 380 relevant public mentions gathered from public online communities across 12 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Data summary
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