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From the Practice

Articles & announcements.
Snowflake features, read honestly.

Practitioner-grade analysis of what Snowflake actually shipped, what works in production, what doesn't yet, and what's worth your team's attention this quarter. No vendor talking points. No thought leadership. Just the work.

8 Articles published Bi-weekly New posts 5 min Average read

Coverage Areas

Cortex AI features3 posts

Operations & platform3 posts

Governance & trust1 post

FinOps & cost1 post

Update cadenceEvery 2 weeks

What you'll find here

"The Snowflake release notes tell you what shipped. These articles tell you what to do about it. Each piece is grounded in real engagement work — what we've seen succeed, what we've seen fail, and the patterns we've used to bridge the gap between feature availability and production readiness."

Featured this week.

New · ART-001 · Cortex AI

Cortex Code Agent Teams
When Multi-Agent Earns Its Complexity.

Snowflake shipped Agent Teams as a Cortex Code capability earlier this year, and the marketing positions it as a leap forward for AI-driven engineering. The practitioner reality is more measured: Agent Teams genuinely outperform single-agent prompts in three specific workflow patterns — and add unjustified complexity in five others. Here's the field-tested framework for deciding when to reach for multi-agent orchestration and when to leave the single-prompt approach alone.

CategoryCortex AI

Read7 min

PublishedJun 03, 2026

AuthorM. Moreau

Read Article →

The orchestrator-worker pattern in plain terms

Three workflows where teams earn their cost

Five workflows where single-agent wins

The hand-off contract — the silent failure point

Cost economics and audit considerations

A decision tree you can run in 60 seconds

The Archive

All articles.

Filter by topic. Every article is grounded in real engagement work and pairs the feature with the practitioner discipline needed to deploy it well. Read alone, or follow the series — most articles link to a relevant Launchpad module for the hands-on build.

ART-001 Jun 03, 2026

Cortex AI · Architecture

Cortex Code Agent Teams: When Multi-Agent Earns Its Complexity

The orchestrator-worker pattern explained, plus the field-tested decision tree for when teams genuinely outperform single-agent prompts and when they just add cost.

7 MIN READ→

ART-002 May 20, 2026

Cortex AI · Production

Cortex Analyst Hits Production Maturity

After fifteen months of GA, Cortex Analyst is reliable enough for executive-facing workloads — but only if your semantic models are authored with verified queries and proper synonym handling. The accuracy ceiling explained.

6 MIN READ→

ART-003 May 06, 2026

Operations · Productivity

Snowflake Notebooks: The Operator's Daily Driver

Why Notebooks finally replaced our Jupyter-on-VPC pattern for ad-hoc analytics, the three workflows where they outperform Snowsight worksheets, and the one limitation that still sends us back to local Python.

5 MIN READ→

ART-004 Apr 22, 2026

Operations · Architecture

Hybrid Tables (Unistore): What Production Workloads Actually Need

Unistore promises transactional + analytical in one platform. After two production deployments, here's where Hybrid Tables actually win — and where the latency math still favors a dedicated OLTP store.

8 MIN READ→

ART-005 Apr 08, 2026

Cortex AI · Unstructured Data

Document AI for Unstructured Data: Practical Limits at Scale

Document AI handles the 80% case beautifully. The remaining 20% — multi-page forms, tables with merged cells, hand-annotated PDFs — needs a hybrid approach. The patterns we use for federal document processing.

6 MIN READ→

ART-006 Mar 25, 2026

Operations · Migration

Iceberg Tables on Snowflake: The Migration Decision Framework

Iceberg Tables are mature enough that most teams should evaluate them, but the migration math isn't universal. The four conditions that justify migration, and the three that make Snowflake-native tables still the right call.

9 MIN READ→

ART-007 Mar 11, 2026

Governance · Compliance

Snowflake Trust Center: The Governance Feature Worth Using Today

Trust Center quietly became one of the most useful additions to the platform in 2025. The five built-in scanners worth running monthly, the two worth ignoring, and how to wire findings into Slack for actionable governance.

5 MIN READ→

ART-008 Feb 25, 2026

FinOps · Ingestion

Snowpipe Streaming vs Classic Snowpipe: The Real Cost Comparison

Streaming Snowpipe is genuinely cheaper per row for sustained high-throughput ingestion — and significantly more expensive for the burst patterns most teams actually have. The cost crossover point, with real numbers from production accounts.

7 MIN READ→

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