The Curious Engineer

All blogs / Databases

Definite Blog

definite.app

Essays on AI analytics, lakehouses, and replacing the modern data stack. Written by the Definite team for people who actually build this stuff.

DatabasesAI / ML

’23’24’25’26
Posts
152 from 21 Feb 2023 to 6 Jul 2026
Posting
weekly (120 in the last year)
Kind
company blog
Feed
https://www.definite.app/rss.xml

2026 115

  1. Cloudera Alternatives: Full-Stack Self-Hosted Data Platforms Without the Hadoop Baggage
  2. Databricks Alternatives for Teams That Don't Need Spark (2026)
  3. HIPAA-Compliant Analytics: What to Actually Look For
  4. Migrating Off Snowflake: A Step-by-Step Guide
  5. Understanding MotherDuck Pricing: Ducklings, Cooldown, and AI Units
  6. What Replaces What: Mapping Your Cloud Data Stack to One Self-Hosted Platform
  7. January 31, 2025Top AI Text-to-SQL ToolsExplore the best AI-powered Text-to-SQL tools that streamline database queries, improve efficiency, and simplify data analysis.
  8. January 31, 2025Types of Dimensions in Data WarehouseExplore the different types of dimensions in data warehousing, their roles in organizing data, and how they impact business intelligence and reporting.
  9. May 29, 2026What Is a Data Lakehouse? An Operator's Field GuideA data lakehouse is three layers pretending to be one. What each does, who runs the maintenance, the real lock-in test, and how to tell if you need one yet.
  10. January 31, 2025What is Data Querying?Understand data querying, its importance in data analysis, and how it enables users to retrieve, filter, and manipulate data efficiently.
  11. May 31, 2026"HI" is Home Improvement, not HawaiiAn ontology layer maps your business vocabulary to certified definitions, so your AI analyst stops returning confidently wrong numbers. Learn what it is, the failure modes it kills, and how to build one in Definite.
  12. November 19, 2025"qq" is cooked: @Fi brings Conversational Analytics in SlackFi, Definite's AI analyst, is now available in Slack. Ask questions, analyze data, and build reports without leaving your conversation flow.
  13. SaaS Product Analytics: Connect Feature Usage to Revenue and Retention
  14. January 10, 2025What is a Semantic Layer in Data Warehousing?Understand the role of a semantic layer in data warehousing, how it bridges raw data and business users, and its benefits for analytics and reporting.
  15. Metabase Alternatives: 7 Options Worth Considering in 2026
  16. February 6, 2026Your AI Analyst Is Only as Good as Your Metric DefinitionsSemantic layers are the missing piece in AI analytics. Learn what they do, why your AI assistant gives wrong answers without one, and how to define your first five metrics.
  17. Customer Retention Analytics: Connect the Data Your CS Platform Can't See
  18. February 18, 2026Redshift vs Snowflake vs DefiniteCompare Redshift, Snowflake, and Definite to determine the best cloud data warehouse for performance, scalability, and cost-efficiency.
  19. Metabase AI: What It Does, Where It Stops, and What the Ceiling Is
  20. March 1, 2026Power BI vs TableauCompare Power BI and Tableau to find the best data visualization tool for your needs. Explore features, pricing, and usability in this detailed guide.
  21. April 9, 2025OKR vs KPI vs Balanced ScorecardOKRs set goals, KPIs track health, and Balanced Scorecards align strategy across four perspectives. A side-by-side comparison table — plus how to use all three together.
  22. October 15, 2025Fivetran + dbt: The Myth of 'Open Data Infrastructure'The Fivetran–dbt merger is being sold as openness. But when closed-source companies consolidate, control always wins. Here's why the modern data stack has reached its limit — and what comes next.
  23. April 15, 2025Why Your Fivetran Bill Just Doubled (And What to Do About It)Fivetran's March 2025 pricing overhaul shifted MAR billing from account-level to per-connector, increasing costs 2-4x for many teams. Here's what happened, why "cheaper Fivetran" is the wrong answer, and what actually fixes t
  24. January 10, 2025What are ETL Tools in Data Warehousing?Learn about the role of ETL tools in data warehousing, their importance in data integration, and key features to consider when choosing the right tool.
  25. February 20, 2026DuckDB vs Trino: The Full ComparisonCompare DuckDB and Trino to find the best query engine for your data needs. Explore performance, scalability, and use cases in this in-depth analysis.
  26. December 30, 2025Domo AlternativesCompare top Domo alternatives to find the best business intelligence and data visualization tools for your needs. Explore features and pricing options.
  27. January 10, 2025Is DuckDB Open Source?DuckDB is fully open source under the permissive MIT License — free for commercial use, no copyleft. What the license covers, who maintains DuckDB, and what it means for production.
  28. September 16, 2024Definite vs Databricks: A Comprehensive ComparisonDiscover how Definite and Databricks compare across scalability, pricing, performance, integration, and user experience. Learn which platform best suits your business needs.
  29. September 24, 2024How to Choose the Right Data Analysis Tool for Your CompanyDiscover how to choose the best data analysis tool for your business. Learn about the key types of analytics tools, essential features, and how to calculate ROI to find the perfect fit.
  30. January 10, 2025How to Build a Data Visualization ToolLearn the key steps to building a data visualization tool, from choosing the right technology stack to designing intuitive user interfaces.
  31. December 31, 2025The Best Looker Alternatives for Modern Analytics | DefiniteCompare top Looker alternatives such as Definite, Omni, and Tableau to find the best business intelligence and data analytics platform for your needs. Explore features, pricing, and AI-powered solutions.
  32. February 21, 2025The Best Fractional Data Teams for Startups, E-commerce, and MoreExplore top fractional data teams for startups, e-commerce, and other industries. Learn how they provide flexible, scalable data expertise for growing businesses.
  33. August 26, 2024The Best Data Analytics Tools to Work With in 2024: Top Solutions ReviewedExplore the best data analytics tools in 2024 to drive business growth. Discover top solutions that provide powerful insights, streamline operations, and enhance decision-making.
  34. February 21, 2023Announcing Definite: 10x faster analyticsDefinite is a new frontend to your modern data stack.
  35. September 26, 2023Simple (and free) attribution tracking in 200 lines of JavaScriptLearn how to implement your own reliable, first party attribution tracking.
  36. April 5, 2024Query any ducking thing: postgres, parquet, json, csv, and Google SheetsQuery all your data sources in one place.
  37. April 9, 2024OverkiLLM: Thousands of LLM calls using Ollama to write an H1OverkiLLM: Thousands of LLM calls using Ollama to write an H1
  38. April 14, 2024Definite: The Missing Card Catalog for Your S3 Data LibraryDefinite brings order to S3 data chaos with AI-driven categorization, search, and insights. Harness the full power of your data with Definite.
  39. May 30, 2024How We Migrated Our Data Warehouse from Snowflake to DuckDBHow We Migrated Our Data Warehouse from Snowflake to DuckDB
  40. June 27, 2024Why Databricks paid $1B for a 40 person startup (Tabular)Why Databricks paid $1B for a 40 person startup (Tabular)
  41. July 3, 2024Comparing Iceberg Query EnginesDuckdb and Iceberg
  42. August 13, 2024Running Iceberg and Serverless DuckDB in AWSIceberg and Serverless DuckDB in AWS
  43. July 25, 2024Running Iceberg and Serverless DuckDB in Google CloudIceberg and Serverless DuckDB in Google Cloud
  44. March 2, 2025Understanding smallpond and 3FS: A Clear GuideA concise breakdown of what smallpond and 3FS are, how to use them, and if they're suitable for your data processing needs.
  45. February 14, 2025Your First Data Hire: A Practical GuideThe do's and don'ts of hiring your first a data role for your business.
  46. January 25, 2025A Duck Takes Flightduck-takes-flight is a simple example of streaming and concurrent read/write with duckdb and Apache Arrow Flight
  47. March 14, 2025Top 10 DuckDB Extensions to Tell Your Spouse AboutDiscover the top 10 DuckDB extensions that supercharge your analytics workflow. From Iceberg and Delta Lake to vector search and Google Sheets, these must-have tools make DuckDB even more powerful.
  48. May 1, 2025Calculating MRR From Raw Stripe Data Is Tricky: Here’s How We Did ItCalculating MRR from raw Stripe data is harder than it looks — trials, discounts, proration, and upgrades all distort it. Here's the SQL approach we use to get an accurate, auditable MRR.
  49. June 4, 2025Analyzing data in ChatGPT like your job depends on itLearn how to (and how not to) with live examples, sample prompts, and practical tips from the trenches.
  50. June 2, 2025DuckLake: This is your Data Lake on ACIDLearn how to build a production-ready event processing pipeline using DuckLake, DuckDB's Lakehouse extension. ACID transactions, time travel, and more.
  51. July 18, 2025Introducing target-ducklake: A Meltano Target For DucklakeIntroducing target-ducklake: a Meltano target for Ducklake
  52. August 5, 2025Introducing Python support in DefiniteMeed Guido, Definite's new Python runner. Run ML and NLP in your analyses, connect to APIs, and send your data anywhere all within Definite.
  53. August 11, 2025Tracking AI Agent Performance with Logfire and DucklakeHow to make sense of all the data generated by AI Agents.
  54. August 27, 2025Getting Reliable LLM-to-SQL Results with CubeJS and Constrained DecodingLearn how to make LLM-to-SQL systems reliable with CubeJS, constrained decoding, validation loops, and production guardrails. Ensure accuracy, auditability, and cost control in AI-driven analytics.
  55. August 21, 2025Definite Raises $10M to Deliver an AI-Native Data Platform in MinutesDefinite delivers a full AI-native data platform in one app—warehouse, pipelines, and reporting—live in minutes, not months. Backed by $10M in funding.
  56. October 8, 2025The Founder's Guide to CRM Analytics in AttioHow to turn your Attio CRM into a reporting, forecasting, and cohort-analysis system — define the metrics that matter, structure your data model, and forecast revenue you can actually defend.
  57. September 8, 2025An Intro to Agentic Analytics (and Why You'll Never Look Back)If BI hasn't felt like an obvious win for your team, read this. This practical guide explores how agentic AI flips the script—finally delivering insights fast enough to drive real ROI.
  58. January 7, 2026Startup Data Strategy for Humans: Why Your Biggest Data Challenge Isn't TechnicalLearn how to build a data strategy that actually works for startups. Discover why your biggest data challenge isn't technical—it's about aligning people, processes, and tools for confident decision-making
  59. January 6, 2026How to Connect Google Sheets to Definite with AILearn how to connect Google Sheets to Definite using AI. Skip manual setup and build dashboards from spreadsheet data in under 2 minutes.
  60. December 10, 2025How to Trace Data Lineage in DefiniteLearn how to trace where your dashboard data comes from in Definite. Ask Fi to show data lineage from source to visualization.
  61. December 8, 2025Getting Started with Definite in Under 30 MinutesLearn how to set up Definite, the all-in-one data platform for startups. Connect your data sources and build dashboards with AI. No SQL required.
  62. January 27, 2026How Startups Should Build Their Data Stack in 2026A practical, step-by-step tutorial for setting up your startup's data stack in 2026. Specific tools, time estimates, and cost breakdowns at each stage.
  63. January 17, 2026AI Data Analysis: Why Most Tools Fail (And What Actually Works)Most AI data analysis tools disappoint because they're read-only layers on broken foundations. Learn what actually works and how to get AI analytics that delivers real ROI.
  64. January 14, 2026I Built a Claude Code Skill to Search My Past SessionsThe built-in /resume command only searches titles. Here's how I built a simple skill to search all my Claude Code conversations.
  65. January 30, 2026Stripe Sigma Alternatives: When to Switch and What to Switch ToStripe Sigma's SQL barrier and payment-only data leave growing teams stuck. When to switch off Sigma, what the alternatives are, and how to move — with query comparisons.
  66. February 2, 2026Databricks vs Snowflake: Which Data Platform Should You Actually Use?Compare Databricks and Snowflake for your team. See how they've converged, where they differ, and why startups might not need either.
  67. February 3, 2026Your Salesforce Data Warehouse Doesn't Need Five VendorsA traditional Salesforce data warehouse runs $80K+/year and takes months to implement. Here's how to get RevOps insights in an afternoon—without assembling five vendors.
  68. February 3, 2026How to Estimate Cloud Data Warehouse Costs (And Why It's the Wrong Question)What a cloud data warehouse actually costs — Snowflake, BigQuery, and Redshift pricing — plus the bigger expense most estimates miss: the team and stack you need to run them.
  69. February 4, 2026PostgreSQL as a Data Warehouse: When It Works, When It Doesn’t (2026)Can you use Postgres as a data warehouse? An honest guide to PostgreSQL for analytics—limitations, hidden costs, and when to choose DuckDB or a managed platform instead.
  70. February 6, 2026Microsoft Fabric Alternative: Why Teams Are Looking Beyond the HypeMicrosoft Fabric promises an all-in-one data platform but delivers five query languages, hidden costs, and enterprise complexity. See how Definite compares on speed, cost, and simplicity.
  71. February 5, 2026What Startups Can Automate with AI in 2026A practical guide to AI automation for startups. Learn what to automate, what to keep human, and where to start across sales, marketing, support, finance, and HR.
  72. February 7, 2026Best Data Warehouse for Startups (2026): Why the Warehouse Is the Cheap PartThe warehouse costs $300/mo. The system around it costs $14K. Compare 7 data warehouse options for startups with total costs nobody else shows you.
  73. February 8, 2026Snowflake vs Definite: Which Data Warehouse Is Right for Your Startup?Compare Snowflake and Definite for startups. See setup time, costs, and team requirements to find the right data warehouse for your needs.
  74. February 12, 2026How Much Does a B2B SaaS Data Stack Cost: A Complete GuideMost B2B SaaS companies underestimate their data stack costs by 5-10x. Here's what you're actually paying—and why the bill keeps growing.
  75. February 10, 2026The Modern Data Stack is Dead. Here's What's Replacing It.Learn why the modern data stack failed and what's replacing it. Discover how AI-native platforms eliminate fragmentation and complexity.
  76. February 9, 2026HubSpot + Salesforce Analytics: Why Your Reports Don't Match (And How to Fix It)Running HubSpot and Salesforce together? Your reports don't agree. Learn why common approaches fail and what actually works for unified analytics.
  77. February 14, 2026Snowflake's Time Travel TaxSnowflake Enterprise charges ~$1 more per credit for time travel — even if you never use it. Here's how the pricing works, what it actually costs, and why open-source alternatives ship time travel for free.
  78. February 15, 2026Snowflake Alternatives for Startups: Which Data Warehouse Should You Actually Use?Compare the top Snowflake alternatives for startups. See how BigQuery, Redshift, and Databricks stack up, plus a simpler option for teams without data engineers.
  79. February 16, 2026HubSpot RevOps Data Automation: The Builder's GuideConnect HubSpot to Stripe, GA4, and your product database — three integration patterns that build the RevOps intelligence layer without upgrading to Enterprise or hiring a data engineer.
  80. March 3, 2026Can the Modern Data Stack Handle AI Analytics?The modern data stack assembles 3-5 tools that fragment your data. Here's why that architecture structurally breaks AI analytics — and what to build instead.
  81. February 17, 2026How to Build Unified Analytics Across Multiple Shopify StoresLearn how to build unified Shopify reporting across multiple stores without managing Fivetran, BigQuery, and Looker separately.
  82. February 17, 2026How to Build Unified Google Ads Reporting Across Multiple MCC AccountsLearn how to build unified Google Ads reporting across multiple MCC accounts without managing Fivetran, BigQuery, and Looker separately.
  83. February 19, 2026How to Build Cohort LTV Analysis for Your E-Commerce StoreLearn how to build cohort LTV heatmaps for your Shopify store with CAC tracking, retention curves, and optional multi-brand rollups in one platform.
  84. February 22, 2026Analytics Tools for Startups: Build a Stack or Adopt a Platform?All-in-one analytics platform or a stack of separate tools? The real startup decision — TCO, time-to-value, and who maintains it — with an evaluation checklist.
  85. March 10, 2026What Is a Data Platform? The 2026 Definition That Actually MattersDefinite is a complete data platform that ingests, models, analyzes, and acts on data with AI. Learn the essential components, use cases, and what separates a real platform from an assembled stack.
  86. February 24, 2026The Best ETL Tools for PostgreSQL in 2026: A Decision FrameworkThe Postgres ETL landscape has changed dramatically since 2019. Half the tools in old guides no longer exist. This decision framework covers Fivetran, Airbyte, dlt, dbt, PeerDB, pglogical, and Definite — organized by wha
  87. February 28, 2026The Real Cost of SQL Server as a Data WarehouseSQL Server can work as a data warehouse — but the full stack costs $90K+/yr. Honest look at hidden costs, architecture, and when to move on.
  88. March 4, 2026The Best ETL Tools for Salesforce in 2026: A Decision FrameworkThe Salesforce ETL landscape has changed dramatically since 2021. Several recommended tools no longer exist, reverse ETL is a category, and Salesforce itself ships a data platform. This decision framework covers Fivetran, Ai
  89. June 17, 2026RevOps Analytics: Pipeline Math That Connects Your CRM to Revenue Without a Data TeamRevOps analytics for startups: define pipeline velocity once over joined CRM and billing data, let AI carry the joins — no data team, no warehouse project.
  90. March 7, 2026Metabase Pricing: What 'Free' Actually CostsMetabase's price card is simple. The real cost is the stack around it — warehouse, ETL, and maintenance. Here's the fully-loaded number.
  91. March 9, 2026The Best MySQL ETL Tools in 2026: A Decision FrameworkMost MySQL ETL guides recommend dead tools. This 2026 framework covers Fivetran, Airbyte, Debezium, AWS Glue, and Definite — by team size and budget.
  92. March 11, 2026Best BI Tools for Startups (and the Hidden Costs Nobody Mentions)Most BI tool lists hide the real cost: the data stack underneath. What Tableau, Metabase, Looker, and Power BI actually cost a startup — plus affordable, all-in-one picks that include the warehouse and AI.
  93. March 13, 2026HubSpot Data Warehouse: Setup, Tools, and What to Build FirstConnect HubSpot to a data warehouse without assembling a stack. Setup walkthrough, tool comparison (Datawarehouse.io, DIY, Definite), and what to build first.
  94. March 18, 2026Data Analysis for Startups: What to Actually Prioritize When Your Founder Says 'Figure It Out'A stage-gated framework for startup data analysis — what to track at each stage, why assembling a data stack fails most teams, and the alternative.
  95. March 19, 2026Databricks Alternatives: Most Companies Are Searching for the Wrong ThingMost Databricks alternatives swap one infrastructure platform for another. This guide shows which type of team you are—and the right answer for each.
  96. March 19, 2026Fivetran Alternatives That Account for Engineering Time (and One That Doesn't Need Any)Honest Fivetran alternatives guide: license cost + engineering time included. TCO math, migration reality, and team-size recommendations. Updated 2026.
  97. March 19, 2026Best Tableau Alternatives in 2026: Matched to Why You're Actually LeavingThe 10 strongest Tableau alternatives in 2026, matched to the specific reason you're leaving — cost, complexity, AI gaps, or maintenance overhead. With a decision matrix and side-by-side comparison.
  98. March 20, 2026Redshift Alternatives: An Honest Guide for Teams Running on AWSAn honest look at Amazon Redshift alternatives — full-stack cost, migration effort, and when to stay. For AWS teams weighing whether to replace the warehouse or the whole stack around it.
  99. March 23, 2026How to Build a Data Foundation at Series A Without Hiring a Data EngineerYou don't need a data engineer to build a data foundation at Series A. Three paths, real costs, and a framework your CEO can approve.
  100. March 26, 2026QuickBooks Custom Reporting: Where QB Breaks Down (And What Actually Fixes It)QuickBooks reporting hits a ceiling fast. Here's exactly where it breaks, why add-ons can't fix it, and what growing businesses do instead.
  101. March 24, 2026Data Stack vs Data Platform: Why AI Forces the ChoiceThe difference between a data stack and a data platform used to be semantic. AI made it structural. Here's how to decide which path fits your team.
  102. February 1, 2026The All-in-One Data Platform Buyer's Guide for Startups in 2026Most 'all-in-one' [analytics tools](/blog/analytics-tools-for-startups) only cover a slice of the problem. This guide breaks down the real criteria that separate marketing-driven claims from platforms that actually delive
  103. March 26, 2026Power BI Alternatives: Matched to Why You're Actually LeavingThe best Power BI alternative depends on why you're leaving. Matched by exit trigger: cost, DAX complexity, Microsoft lock-in, or missing data pipeline.
  104. March 27, 2026Acumatica Reporting Is Broken by Design. Here's What Replaces It.Acumatica's API limits, JSON columns, and GI workarounds cost manufacturers $10K+/month. Compare extraction approaches and find what actually works.
  105. March 29, 2026You Don't Need Snowflake + Fivetran + dbt + Looker. Here's the Evidence.Every failed data stack build follows one of three patterns. Here's what actually happens when companies try — and the simpler path that works.
  106. March 28, 2026Embedded Analytics for SaaS: Ship Customer Dashboards Without Building a Data StackYour customers want dashboards inside your product. Ship embedded analytics without a warehouse, data pipelines, or a data team.
  107. April 1, 2026How to Build Investor-Ready Reporting When Your Data Lives EverywhereEvery investor metrics guide tells you what to track. None tell you how to actually produce those numbers. Here's how to build the data layer that makes your metrics trustworthy.
  108. April 1, 2026Data Apps: When Standard Dashboards Can't Build What You Actually NeedPull data from any API, load it into a warehouse, and build a fully interactive data app with AI prompts. Full walkthrough with a live demo.
  109. February 6, 2026DuckDB and DuckLake: Why We Bet the Company on the Duck StackA founder's perspective on why Definite migrated from Snowflake to DuckDB, how DuckLake changes lakehouse economics, and what this means for your analytics budget.
  110. April 2, 2026Self-Service Analytics Keeps Failing. The Dashboard Was Never the Problem.Self-service analytics fails because teams buy the self-service BI layer and skip the foundation. Here's the architectural fix — and why AI finally makes it work.
  111. April 6, 2026Your Ad Platforms Can't Tell You Real ROAS. Shopify Can.Google and Meta inflate ROAS by up to 97%. Here's how to calculate real blended ROAS and CAC using Shopify order data across multiple brands.
  112. April 6, 2026How to See Real ROAS Across All Your Google Ads AccountsGoogle reports 3.2x ROAS uniformly. Shopify says it ranges from 1.19x to 7.68x. Here's how to see real ROAS across every account.
  113. April 6, 2026How to See Real ROAS Across All Your Facebook Ad AccountsFacebook inflates ROAS with its own attribution window. Here's how to calculate real ROAS by matching Facebook spend to Shopify revenue across every ad account.
  114. April 8, 2026How to See Stripe MRR and Churn by Customer SegmentStripe shows MRR and churn, but not by customer segment. See how to combine Stripe + Salesforce data to get segment-level breakdowns in minutes.
  115. April 8, 2026HubSpot Custom Reporting: Optimize, Connect, or Replace? A RevOps Decision TreeHubSpot's reporting limits aren't random feature gaps — they're architectural. Here's when to optimize native, add a connector, or move to a data platform.

2025 24

  1. June 10, 2026Startup Financial Reporting: Make Stripe, QuickBooks, and Your CRM AgreeBoard-grade financial reporting for startups: make QuickBooks, Stripe, and your CRM agree, define metrics once, let AI do the heavy lifting — no data team.
  2. June 14, 2026SaaS Marketing Analytics: How to Connect Ad Spend to Revenue Without a Data TeamSaaS marketing analytics for startups: connect HubSpot, Google Ads, and Stripe, define blended CAC once, let AI do the joins — no data team.
  3. April 8, 2026Combining Stripe, GA, and CRM Data: Five Approaches — and Why Only Two Survive Six MonthsFive ways to combine Stripe, Google Analytics, and CRM data — and why only two survive past six months. Honest tradeoffs for teams without a data engineer.
  4. April 8, 2026Best Managed Postgres for Analytics in 2026: 7 Options (and When to Skip Postgres Entirely)7 managed Postgres options for analytics in 2026 compared — Aurora, AlloyDB, Citus, Crunchy, Neon, Timescale, Definite. Plus when to leave Postgres entirely.
  5. April 9, 2026Xero Custom Reporting: The 5 Walls Add-Ons Can't FixXero custom reporting hits 5 architectural walls. Add-ons like Fathom, Spotlight, and Calxa can't fix them. Here's what actually does.
  6. April 9, 2026How to Manage Your Entire Data Platform from Claude CodeSet up Definite's MCP server in one command and manage data sources, SQL queries, governed metrics, and live dashboards directly from Claude Code.
  7. April 14, 2026Can PostHog Work as Your Data Warehouse?Can PostHog work as your data warehouse? It has one built in — here's where that works for business analytics, where it hits limits, and what to use instead.
  8. April 14, 2026NetSuite Data Warehouse: Three Approaches ComparedNetSuite isn't a data warehouse. Compare three approaches — NSAW, a traditional data stack, and a unified data platform — to find what fits your team.
  9. April 15, 2026Syncing Attio to a Data Warehouse: 5 Real Options and 3 Dead EndsCompare 5 real ways to sync Attio CRM data to a warehouse — what works, what doesn't, and which option fits your setup.
  10. April 20, 2026Sync Shopify to a Data Warehouse: 4 Options, 3 Dead Ends, 1 GotchaCompare 4 real ways to sync Shopify to a data warehouse (or lake) in 2026 — honest costs, the plan-tier gotcha, and which option fits your setup.
  11. April 22, 2026Sync Stripe to a Data Warehouse: 4 Paths, 3 Dead Ends, and the BigQuery TrapCompare 4 real ways to sync Stripe to a data warehouse in 2026. Honest costs, the BigQuery gotcha, and which option fits your setup.
  12. April 23, 2026MotherDuck Alternatives for Every Use Case: Database, BI Layer, or Full PlatformMotherDuck alternatives in 3 categories: another managed database, a BI layer on top, or a full analytics platform. Pick the right type for your needs.
  13. April 23, 2026DuckLake: A Pretty Good Lakehouse on GCP in an AfternoonWe stood up a full DuckLake stack on managed GCP services (AlloyDB catalog, GCS parquet, Cloud Run compute), loaded TPC-H SF=100, and compared the 22-query benchmark to published Snowflake numbers.
  14. April 30, 20267 BigQuery Alternatives in 2026: When to Optimize, Swap, or Replace the StackThe 7 strongest BigQuery alternatives in 2026 — when to optimize BQ, when to swap warehouses, and when to replace the whole stack. Real full-stack costs.
  15. May 1, 2026Snowflake Pricing: What You'll Actually Pay (and When the Bill Goes Sideways)Snowflake pricing explained: per-edition credit rates, real cohort scenarios, hidden costs that blow up bills, and 7 moves to cut your Snowflake bill.
  16. June 21, 2026Stop Building KPI Lists. Build a Dashboard Tree.Executive dashboards fail as flat KPI lists. Build a dashboard tree that mirrors your org — hub, category, detail — and stop treating every board question as a new project.
  17. May 5, 2026Replace Your Data Stack with Claude CodeSync data, build semantic models, and ship a live data app from Claude Code. Walkthrough of the Definite MCP server, plus where the approach has limits.
  18. May 5, 2026Duck Lake vs Iceberg: An Operator's Take After a Year in ProductionOperator's take on DuckLake vs Apache Iceberg after a year running DuckLake in production — scale-keyed decision table and where Iceberg still wins.
  19. June 9, 2026HIPAA-Compliant AI Tools in 2026: What Qualifies, What Does Not, and the Architecture That WorksNo AI tool is HIPAA certified; that does not exist. What AI on PHI actually requires: an unbroken BAA chain, audit trails, and the right architecture.
  20. May 5, 2026The 2026 Math on AI Agents in Snowflake — and Why a Budget Cap Won't Fix ItAnalyst dashboards and AI agents are different workloads on the same Snowflake SKU. Here's the 2026 math, the architecture, and where agent queries should actually run.
  21. May 7, 2026You've Outgrown Postgres for Analytics: The Five Numbers That Tell You WhenFive thresholds that say when Postgres has outgrown analytics — and how Definite collapses the bridge into one tool, not a 6-month stack.
  22. June 18, 2026Metabase Integrations: What It Connects To — and What You Still Have to BuildMetabase connects to databases you already have — not to Stripe, HubSpot, or Salesforce. Here's what you still need to build before it shows a chart.
  23. June 16, 2026Definite vs Metabase: What's Different and When It MattersMetabase is a BI layer you point at a database. Definite includes the database, connectors, and AI. Here's what that means for your team.
  24. June 11, 2026Conversational Analytics Is Solved. Just Not at the Interface.Conversational analytics is a solved problem — just not at the interface. It takes a governed semantic layer and an agent that works the whole stack.

2024 11

  1. June 12, 2026Supabase ETL: The Four Ways Out of Your Database (and What Breaks)Supabase ETL evaluated: the four ways to get data out of Supabase, what breaks with each, and where your data should actually land.
  2. June 12, 2026Stripe Sigma Pricing: Every Tier, Worked Out — and Where It StopsStripe Sigma costs $10–$450/mo by charge volume. Every tier worked out, the 2025 repricing math, and where Sigma's data stops before your board questions.
  3. June 8, 2026How to Run a HIPAA-Compliant LLM: The Four ArchitecturesFour ways to run an LLM on PHI: cloud model endpoints under a BAA, dedicated capacity, self-hosted open weights, and on-prem GPUs. An honest comparison.
  4. May 7, 2026Build & Manage Your Data Stack from Claude CodeBuild is the demo, manage is the job. A long-form walkthrough of running a data stack from Claude Code — sync, schedule, model, query, ship, refine — on the Definite platform via MCP.
  5. May 18, 2026Using DuckDB Quack as the DuckLake catalogWhat we learned running a DuckDB-over-HTTP server as the catalog for a DuckLake lakehouse, and why it makes Postgres-as-catalog look like an accident of history.
  6. May 30, 2026The Self-Hostable Data Stack with a Private Cloud AI Data AgentA self-hostable data stack with a private AI data analyst. Run storage, compute, and the AI analyst inside your own tenant. Air-gapped option, BYO model.
  7. June 1, 2026Can You Run Snowflake On-Premise? What Works, What Doesn't, and What to Use InsteadNo. Snowflake cannot run on-premise or self-hosted. What VPS, PrivateLink, and Openflow actually do, and your real options when data can't leave.
  8. June 2, 2026What Is a Private AI Data Analyst?A private AI data analyst is an AI agent that queries, models, and explains your data entirely inside your environment, on a model endpoint you control.
  9. June 3, 2026Databricks On-Premise: The Real Deployment Options in 2026 (and the Alternative)Databricks classic compute runs in your cloud, but the control plane is always Databricks SaaS. What that means, and your real on-premise options.
  10. June 4, 2026What Autonomous Analytics Agents Actually Do: A Field Guide to the Six JobsA field guide to AI agents for data analysis: the six jobs autonomous analytics agents actually do, each tagged by what's real today — and what it takes to run them.
  11. June 5, 2026Supabase Analytics: Where Your Queries Should Actually RunSupabase analytics done right: why BI on production Postgres breaks (RLS, pooler, JSONB, cost) and where your analytics layer should actually live.

2023 2

  1. June 6, 2026The 8 Best Self-Hosted BI Tools in 2026 (Honest AI Comparison)The 8 best self-hosted BI tools in 2026: Metabase, Superset, Lightdash, Redash, Grafana, Evidence, Rill, and Definite. Real strengths, real limits.
  2. June 7, 2026Is ChatGPT HIPAA Compliant? (And Claude, Gemini, and Copilot)Consumer ChatGPT: no. Enterprise and API tiers: only with a BAA. The sourced answer for ChatGPT, Claude, Gemini, and Copilot, and what to ask instead.