Alex talks technology, data, software development and AI https://alexmerced.blog en https://alexmerced.blog/blog/2026-04-29-query-engine-10-concurrency-control.html Wed, 29 Apr 2026 13:09:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-09-distributed-joins.html Wed, 29 Apr 2026 13:08:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-08-partitioning.html Wed, 29 Apr 2026 13:07:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-07-memory-and-caching.html Wed, 29 Apr 2026 13:06:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-06-execution-models.html Wed, 29 Apr 2026 13:05:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-05-query-optimizer.html Wed, 29 Apr 2026 13:04:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-04-indexing-strategies.html Wed, 29 Apr 2026 13:03:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-03-data-organization-on-disk.html Wed, 29 Apr 2026 13:02:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-02-row-vs-column-storage.html Wed, 29 Apr 2026 13:01:00 GMT https://alexmerced.blog/blog/2026-04-29-query-engine-01-overview.html Wed, 29 Apr 2026 13:00:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-15-migrating-to-iceberg.html Wed, 29 Apr 2026 12:14:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-14-hands-on-dremio-cloud.html Wed, 29 Apr 2026 12:13:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-13-streaming-to-iceberg.html Wed, 29 Apr 2026 12:12:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-12-python-and-mpp.html Wed, 29 Apr 2026 12:11:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-11-metadata-tables.html Wed, 29 Apr 2026 12:10:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-10-maintaining-iceberg.html Wed, 29 Apr 2026 12:09:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-09-storage-degradation.html Wed, 29 Apr 2026 12:08:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-08-embedded-catalogs.html Wed, 29 Apr 2026 12:07:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-07-lakehouse-catalogs.html Wed, 29 Apr 2026 12:06:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-06-writing-to-iceberg.html Wed, 29 Apr 2026 12:05:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-05-hidden-partitioning.html Wed, 29 Apr 2026 12:04:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-04-partition-evolution.html Wed, 29 Apr 2026 12:03:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-03-iceberg-metadata-performance.html Wed, 29 Apr 2026 12:02:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-02-metadata-structures.html Wed, 29 Apr 2026 12:01:00 GMT https://alexmerced.blog/blog/2026-04-29-iceberg-masterclass-01-table-formats.html Wed, 29 Apr 2026 12:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-agentic-analytics-on-the-apache-lakehouse.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-apache-software-foundation-history-purpose-and-process.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-assembling-the-apache-lakehouse-the-modular-architecture.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-chatgpt-a-complete-guide-to-getting-better-results.html Getting consistently useful results from ChatGPT requires more than writing good prompts. The real differentiator is how you manage context: the background info... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-claude-code-a-complete-guide-for-developers.html Claude Code is a terminal-native agentic coding assistant that lives in your command line and operates directly on your codebase. Unlike chat-based interfaces w... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-claude-cowork-a-complete-guide-for-knowledge-workers.html Claude CoWork represents a fundamentally different approach to AI context management. Unlike chat interfaces where you send messages and receive responses, CoWo... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-claude-desktop-a-complete-guide-to-mcp-computer-use-and-local-file-access.html Claude Desktop takes everything available in Claude Web and adds three capabilities that fundamentally change how you manage context: MCP server connections tha... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-claude-web-a-complete-guide-to-projects-artifacts-and-intelligent-context.html Claude's web interface at claude.ai combines one of the largest context windows in the industry with a structured Project system that makes it genuinely useful... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-cursor-a-complete-guide-to-the-ai-native-code-editor.html Cursor is an AI-native code editor built on the VS Code foundation that integrates AI deeply into every aspect of the development workflow. Its context manageme... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-gemini-cli-a-complete-guide-to-terminal-native-ai-development.html Gemini CLI is an open-source terminal agent powered by Gemini models that operates directly in your command line. It brings Google's AI capabilities into the en... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-gemini-web-and-notebooklm-a-complete-guide-to-googles-ai-knowledge-ecosystem.html Google's AI ecosystem for knowledge work consists of two deeply integrated tools: Gemini (the conversational AI at gemini.google.com) and NotebookLM (the resear... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-google-antigravity-a-complete-guide-to-the-agent-first-ide.html Google Antigravity is an agent-first IDE built by Google DeepMind's Advanced Agentic Coding team. It approaches context management differently from other AI cod... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-openai-codex-a-complete-guide-across-browser-cli-and-app.html OpenAI Codex is not a chatbot. It is an autonomous software engineering agent that runs tasks in isolated cloud sandboxes, operates across a browser interface,... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-opencode-a-complete-guide-to-the-open-source-terminal-ai-agent.html OpenCode is an open-source terminal-based AI coding agent that prioritizes privacy, local-first operation, and broad model provider support. Built as a TUI (ter... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-openwork-a-complete-guide-to-the-desktop-ai-agent-framework.html OpenWork is a desktop-native AI agent framework designed for local, multi-step task execution on your computer. Unlike browser-based AI tools or terminal agents... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-perplexity-ai-a-complete-guide-to-research-first-ai-conversations.html Perplexity AI occupies a unique position in the AI landscape: it is a research-first tool that combines conversational AI with real-time web search to produce a... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-t3-chat-a-complete-guide-to-the-unified-multi-model-ai-interface.html T3 Chat is a modern web-based AI chat interface that gives you access to multiple AI models through a single unified platform. Its primary value proposition is... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-vs-code-with-llm-plugins-a-complete-guide-to-building-your-own-ai-powered-ide.html Visual Studio Code is the most widely used code editor in the world, and its extensibility means you can integrate AI capabilities through a growing ecosystem o... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-windsurf-a-complete-guide-to-the-ai-flow-ide.html Windsurf is an AI-powered IDE built on the VS Code foundation that introduces the concept of "Flows," a paradigm where the AI maintains deep awareness of your a... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-context-management-strategies-for-zed-a-complete-guide-to-the-high-performance-ai-code-editor.html Zed is a high-performance code editor built in Rust that prioritizes speed, simplicity, and real-time collaboration. Its AI integration is designed to be fast a... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-the-model-context-protocol-mcp-explained-a-complete-guide-to-how-every-major-ai-tool-connects-to-external-data.html The Model Context Protocol (MCP) has become the universal standard for connecting AI models to external tools, data sources, and services. Originally open-sourc... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-what-is-apache-arrow-erasing-the-serialization-tax.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-what-is-apache-iceberg-the-table-format-revolution.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-what-is-apache-parquet-columns-encoding-and-performance.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-07-what-is-apache-polaris-unifying-the-iceberg-ecosystem.html Read the complete Open Source and the Lakehouse series:... Sat, 07 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-amazon-kiro-connect-query-and-build-data-apps.html Amazon Kiro is an agentic AI IDE from AWS that introduces spec-driven development to the coding workflow. Instead of jumping straight to code, Kiro helps you de... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-claude-code-connect-query-and-build-data-apps.html Claude Code is Anthropic's terminal-based coding agent. It reads your files, writes code, runs commands, and maintains context across a session. Dremio is a uni... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-claude-cowork-connect-query-and-build-data-apps.html Claude CoWork is Anthropic's desktop agentic assistant. Unlike Claude Code (a terminal coding agent), CoWork operates as a general-purpose autonomous agent that... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-cursor-connect-query-and-build-data-apps.html Cursor is an AI-native code editor built as a fork of VS Code. It integrates AI directly into the editing experience with features like Chat, Composer (multi-fi... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-gemini-cli-connect-query-and-build-data-apps.html Gemini CLI is Google's open-source terminal-based AI agent. It runs directly in your terminal, powered by Gemini models with a 1-million token context window. D... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-github-copilot-connect-query-and-build-data-apps.html GitHub Copilot is the most widely adopted AI coding assistant, integrated into VS Code, JetBrains IDEs, and the GitHub platform. Its agent mode allows Copilot t... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-google-antigravity-connect-query-and-build-data-apps.html Google Antigravity is an agent-first IDE built by Google DeepMind. Its autonomous agents plan multi-step tasks, write code, browse documentation, and iterate wi... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-jetbrains-ai-assistant-connect-query-and-build-data-apps.html JetBrains AI Assistant is built into IntelliJ IDEA, PyCharm, DataGrip, and every JetBrains IDE. It provides AI chat, inline code generation, multi-file refactor... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-openai-codex-cli-connect-query-and-build-data-apps.html OpenAI Codex CLI is a terminal-based coding agent built in Rust. It reads your codebase, writes files, executes commands, and supports MCP for connecting to ext... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-opencode-connect-query-and-build-data-apps.html OpenCode is an open-source, terminal-based AI coding agent released under the MIT license. It provides a TUI with split panes, uses the Language Server Protocol... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-openwork-connect-query-and-build-data-apps.html OpenWork is an open-source desktop AI agent built on the OpenCode engine. It runs entirely on your machine with your own API keys, giving you full control over... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-windsurf-connect-query-and-build-data-apps.html Windsurf is an AI-native code editor built as a fork of VS Code. Its standout feature is Cascade, an agentic AI system that plans and executes multi-step coding... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-05-how-to-use-dremio-with-zed-connect-query-and-build-data-apps.html Zed is an open-source, GPU-accelerated code editor written in Rust. It is designed for speed and collaboration, with a built-in AI assistant that supports multi... Thu, 05 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-classify-your-data-with-sql-a-hands-on-guide-to-dremios-aiclassify-function.html Most classification workflows require exporting data to Python, running a model, and importing results back into your warehouse. Dremio's AI_CLASSIFY function e... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-amazon-redshift-to-dremio-cloud-extend-your-warehouse-with-federation-and-ai-analytics.html Amazon Redshift is AWS's managed data warehouse, designed for petabyte-scale analytics. If your organization chose Redshift for analytical workloads, you've bui... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-amazon-s3-to-dremio-cloud-query-your-data-lake-with-sql-federation-and-ai.html Amazon S3 is the default landing zone for data in the cloud. Log files, Parquet datasets, CSV exports, JSON events, IoT telemetry, and raw data dumps — it all e... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-any-iceberg-rest-catalog-to-dremio-cloud-universal-lakehouse-access.html The Apache Iceberg REST Catalog specification defines a standard HTTP API for managing Iceberg table metadata. Any catalog implementation that conforms to this... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-apache-druid-to-dremio-cloud-add-sql-joins-ai-and-governance-to-your-real-time-analytics.html Apache Druid is a real-time analytics database designed for sub-second queries on high-ingestion-rate event data. Clickstream analytics, application monitoring,... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-aws-glue-data-catalog-to-dremio-cloud-query-and-manage-your-aws-iceberg-tables.html AWS Glue Data Catalog is AWS's managed metadata service for data lakes. It stores table definitions, schemas, partition information, and statistics for data sto... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-azure-storage-to-dremio-cloud-query-your-microsoft-data-lake-with-sql-and-ai.html Azure Storage is Microsoft's cloud storage platform, spanning Blob Storage, Azure Data Lake Storage Gen2 (ADLS Gen2), and Azure Files. If your organization uses... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-azure-synapse-analytics-to-dremio-cloud-multi-cloud-data-warehouse-federation.html Microsoft Azure Synapse Analytics combines big data analytics and enterprise data warehousing into a single Azure-integrated platform. If your organization has... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-databricks-unity-catalog-to-dremio-cloud-query-delta-lake-tables-with-federation-and-ai.html Databricks Unity Catalog is Databricks' governance layer for data and AI assets. It manages Delta Lake tables, machine learning models, feature stores, and othe... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-dremio-software-to-dremio-cloud-hybrid-federation-across-deployments.html Dremio Cloud can connect to Dremio Software (self-managed) instances as a federated data source. This creates a hybrid deployment where Dremio Cloud serves as t... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-google-bigquery-to-dremio-cloud-cross-cloud-analytics-without-data-movement.html Google BigQuery is Google Cloud's serverless data warehouse. If your organization uses Google Cloud Platform, BigQuery is where your analytics data, marketing a... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-ibm-db2-to-dremio-cloud-modernize-mainframe-analytics-with-federation-and-ai.html IBM Db2 is the relational database that powers critical applications across banking, insurance, government, healthcare, and manufacturing. For organizations run... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-microsoft-sql-server-to-dremio-cloud-federate-enterprise-data-without-etl.html Microsoft SQL Server is one of the most widely deployed enterprise databases in the world. ERP systems, CRM platforms, financial applications, and custom busine... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-mongodb-to-dremio-cloud-sql-analytics-on-document-data.html MongoDB is the most popular NoSQL document database. It stores data in flexible JSON-like documents, making it ideal for applications with evolving schemas — us... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-mysql-to-dremio-cloud-federated-analytics-without-etl.html MySQL runs more web applications, SaaS platforms, and e-commerce backends than any other database. It's fast for transactional reads and writes, but it becomes... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-oracle-database-to-dremio-cloud-enterprise-analytics-without-data-movement.html Oracle Database runs the most critical enterprise applications in the world — ERP systems, financial ledgers, supply chain management, and HR platforms. These s... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-postgresql-to-dremio-cloud-query-federate-and-accelerate-your-data.html PostgreSQL powers more production applications than almost any other open-source database. It's where your customer records, transaction logs, product catalogs,... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-sap-hana-to-dremio-cloud-unlock-analytics-beyond-the-sap-ecosystem.html SAP HANA is the in-memory database platform that powers SAP S/4HANA, SAP BW/4HANA, and custom enterprise applications across finance, manufacturing, logistics,... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-snowflake-open-catalog-to-dremio-cloud-multi-engine-iceberg-analytics.html Snowflake Open Catalog is Snowflake's managed implementation of the Apache Iceberg REST catalog specification, based on the open-source Apache Polaris project.... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-snowflake-to-dremio-cloud-federate-govern-and-accelerate-beyond-snowflake.html Snowflake is a popular cloud data warehouse known for its separation of storage and compute, near-zero maintenance, and broad ecosystem. Many organizations have... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-connect-vertica-to-dremio-cloud-federation-for-analytics-optimized-data.html Vertica is a columnar analytics database engineered for fast aggregate queries on large datasets. It was built from the ground up for analytical workloads — col... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-dremios-built-in-open-catalog-your-zero-configuration-apache-iceberg-lakehouse.html Every Dremio Cloud account starts with a built-in Open Catalog — a fully managed Apache Iceberg catalog with integrated storage. When you create a Dremio Cloud... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-extract-structured-data-from-text-with-dremios-aigenerate-function.html Unstructured text is the most underused data in most organizations. Customer emails sit in inboxes. Contract notes live in text fields. Meeting summaries exist... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-03-01-generate-summaries-and-insights-with-dremios-aicomplete-function.html Every data team has a version of this problem: a table full of raw data that needs human-readable summaries, translations, or narrative descriptions. Product de... Sun, 01 Mar 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-batch-vs-streaming-choose-the-right-processing-model.html !Batch processing in scheduled groups vs streaming in continuous flow(/assets/images/2026/debp/06-batch-vs-streaming/batch-vs-streaming.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-conceptual-logical-and-physical-data-models-explained.html !Three layers of data modeling from business concepts to database implementation(/assets/images/2026/data_modeling/02-types-of-data-models/types-of-data-models.... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-engineering-best-practices-the-complete-checklist.html !Comprehensive data engineering checklist organized by categories with status indicators(/assets/images/2026/debp/10-de-best-practices-checklist/de-checklist.pn... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-modeling-best-practices-7-mistakes-to-avoid.html !Checklist of data modeling quality markers with warning symbols on common mistakes(/assets/images/2026/data_modeling/10-data-modeling-best-practices/best-pract... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-modeling-for-analytics-optimize-for-queries-not-transactions.html !OLTP normalized model vs. OLAP denormalized model side by side(/assets/images/2026/data_modeling/07-data-modeling-for-analytics/analytics-data-modeling.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-modeling-for-the-lakehouse-what-changes.html !Traditional data warehouse model vs. open lakehouse model with flexible schema and views(/assets/images/2026/data_modeling/04-data-modeling-lakehouse/lakehouse... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-quality-is-a-pipeline-problem-not-a-dashboard-problem.html !Data quality checks enforced at the pipeline validation stage before data reaches consumers(/assets/images/2026/debp/03-data-quality-first/data-quality-pipelin... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-vault-modeling-hubs-links-and-satellites.html !Data Vault model showing Hubs, Links, and Satellites as interconnected components(/assets/images/2026/data_modeling/09-data-vault-modeling/data-vault-overview.... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-data-virtualization-and-the-semantic-layer-query-without-copying.html !Data virtualization — connecting sources to a unified semantic layer without copying(/assets/images/2026/semantic_layer_seo/07-data-virtualization-semantic-lay... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-denormalization-when-and-why-to-flatten-your-data.html !Normalized model with many interconnected tables vs. denormalized wide flat table(/assets/images/2026/data_modeling/08-denormalization-when-why/denormalization... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-dimensional-modeling-facts-dimensions-and-grains.html !Dimensional model showing a central fact table connected to surrounding dimension tables(/assets/images/2026/data_modeling/05-dimensional-modeling/dimensional-... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-headless-bi-how-a-universal-semantic-layer-replaces-tool-specific-models.html !Headless BI — one semantic layer serving all consumers(/assets/images/2026/semantic_layer_seo/08-headless-bi-semantic-layer/headless-bi.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-how-a-self-documenting-semantic-layer-reduces-data-team-toil.html !Self-documenting semantic layer — AI generating descriptions and labels automatically(/assets/images/2026/semantic_layer_seo/09-self-documenting-semantic-layer... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-how-to-build-a-semantic-layer-a-step-by-step-guide.html !Building a semantic layer — Bronze, Silver, and Gold tiers(/assets/images/2026/semantic_layer_seo/02-how-to-build-semantic-layer/build-semantic-layer.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-how-to-design-reliable-data-pipelines.html !Data pipeline architecture with four layers flowing from ingestion through staging, transformation, and serving(/assets/images/2026/debp/02-design-data-pipelin... 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Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-pipeline-observability-know-when-things-break.html !Pipeline observability dashboard showing metrics, logs, and data lineage(/assets/images/2026/debp/09-observability-monitoring/observability-dashboard.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-schema-evolution-without-breaking-consumers.html !Schema as a contract between producers and consumers with version tracking(/assets/images/2026/debp/05-schema-evolution/schema-contract.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-semantic-layer-best-practices-7-mistakes-to-avoid.html !Semantic layer best practices checklist — checks and mistakes(/assets/images/2026/semantic_layer_seo/10-semantic-layer-best-practices/best-practices.png)... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-semantic-layer-vs-data-catalog-complementary-not-competing.html !Data catalog and semantic layer — complementary systems bridged together(/assets/images/2026/semantic_layer_seo/04-semantic-layer-vs-data-catalog/catalog-vs-se... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-semantic-layer-vs-metrics-layer-whats-the-difference.html !Semantic layer vs metrics layer — the metrics layer is a subset(/assets/images/2026/semantic_layer_seo/03-semantic-layer-vs-metrics-layer/semantic-vs-metrics.p... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-slowly-changing-dimensions-types-1-3-with-examples.html !Dimension timeline showing attribute values changing across time periods(/assets/images/2026/data_modeling/06-slowly-changing-dimensions/slowly-changing-dimens... 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Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-what-is-a-semantic-layer-a-complete-guide.html !Semantic layer concept — translating raw data into business terms(/assets/images/2026/semantic_layer_seo/01-what-is-a-semantic-layer/semantic-layer-concept.png... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-what-is-data-modeling-a-complete-guide.html !Data entities connected by relationship lines forming a structured data model(/assets/images/2026/data_modeling/01-what-is-data-modeling/data-modeling-overview... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-18-why-your-ai-initiatives-fail-without-a-semantic-layer.html !AI with vs without a semantic layer — failure modes and fixes(/assets/images/2026/semantic_layer_seo/05-why-ai-fails-without-semantic-layer/ai-semantic-layer.p... Wed, 18 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-02-2026-Intro-to-Apache-Iceberg.html An updated introduction to Apache Iceberg Fri, 13 Feb 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-01-A-Practical-Guide-to-AI-Assisted-Coding.html An in-depth guide to understanding, choosing, and using AI-assisted coding tools effectively. Thu, 15 Jan 2026 00:00:00 GMT https://alexmerced.blog/blog/2026/2026-01-recursive-langauge-models.html Recursive Language Models (RLMs) are a new class of language models that can call themselves to break down complex tasks into manageable parts. This article explores how RLMs work, the problems they solve, and why they represent a significant shift in language model capabilities. Sat, 10 Jan 2026 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-12-2025-year-in-review-iceberg-arrow-polaris-parquet.html A look back at key developments in Apache Iceberg, Polaris, Parquet, and Arrow in 2025. 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Sat, 29 Nov 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-11-Dremio-next-gen-tutorial.html Walkthrough with the new trial of the Dremio Cloud Platform Wed, 12 Nov 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-10-2026-guide-to-learning-lakehouse-iceberg-agentic-ai.html A curated guide to mastering Apache Iceberg, data lakehouse architectures, and the emerging field of Agentic AI for data professionals. Thu, 23 Oct 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-10-exploring-commerical-iceberg-catalogs.html Dive into the world of commercial Iceberg catalogs and discover how they enhance data lakehouse architectures for modern data engineering. Tue, 21 Oct 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-10-Building-Universal-Lakehouse-Catalog.html Exploring paths to a universal lakehouse catalog that supports multiple data formats and engines, building on Apache Iceberg's success. 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Tue, 26 Aug 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-07-06-iceberg-optimization-cadence.html Learn how to design an effective schedule for compaction and snapshot expiration in Apache Iceberg to balance cost, performance, and data freshness. Tue, 19 Aug 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-07-05-iceberg-metadata-bloat-cleanup.html Learn how to prevent and clean up metadata bloat in Apache Iceberg by expiring snapshots and rewriting manifests for better performance and manageability. Tue, 12 Aug 2025 00:00:00 GMT https://alexmerced.blog/blog/2025/2025-07-04-iceberg-clustering-sorting-zorder.html Improve query performance in Apache Iceberg by organizing your data layout with sorting and Z-order clustering. Learn how to reduce scan cost and improve filter effectiveness. 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