Practical takes on Salesforce architecture, AI agents, and building products as an indie developer. No fluff — only things I've actually built or broken.
How I design Salesforce large data volume LDV architecture for 200 million records without wrecking query and batch performance.
Practical Salesforce API gateway patterns, MuleSoft alternatives, and integration tradeoffs for scale, security, and enterprise delivery.
A practical Salesforce disaster recovery architecture RPO RTO backup strategy for data, metadata, integrations, restore drills, and governance.
A practical Salesforce multi org single org architecture decision framework for scale, governance, integrations, data, and operating model tradeoffs.
Design Salesforce event-driven architecture with Platform Events, CDC, and Pub/Sub API for reliable integration at enterprise scale.
Practical agentforce multi model routing gpt claude gemini 2026 patterns for cost, latency, reasoning, and governance.
Salesforce Data 360 Zero Copy Snowflake BigQuery federation patterns: connect warehouses without ETL, reduce copies, and govern access.
salesforce named query api ga summer 26 brings typed, versioned SOQL contracts that stop brittle string queries in integrations.
Use Salesforce Conditional Composite API v64 to reduce API calls by 40%, avoid chatty integrations, and keep sync jobs under limits.
Run sf agent CLI commands for headless Agentforce DX 2026: spec generation, previews, sessions, CI validation, and DevOps automation.
A practitioner blueprint for Salesforce multi cloud architecture with Sales, Service, Experience, Data 360, and real enterprise tradeoffs.
Fix broken Salesforce CI/CD pipelines after the 2026 sf CLI credential security update: redaction, auth changes, and safe deploy patterns.
Salesforce GraphQL API is GA in 2026. Here’s when I use it over REST, SOQL, Composite, and Apex-backed APIs.
What breaks when apex api v67 user mode default soql security 2026 lands—and the concrete Apex fixes I use in enterprise orgs.
Build Salesforce Data 360 federated grounding, vector search, and RAG for Agentforce without copying enterprise data.
Agent Script is the Agentforce Builder language 2026 teams need for versioned, testable, CI-ready Agentforce agents.
Practical guide to agentforce dx metadata lifecycle aiauthoringbundle 2026: .agent files, CI/CD gates, deploys, tests, rollback without browser drift.
Use salesforce mcp model context protocol agentforce to connect agents to org data, metadata, CLI skills, and APIs without custom code.
Salesforce Headless 360 API MCP CLI turns the platform into composable services for automation, AI agents, DevOps, and enterprise apps.
A practical comparison of Einstein 1 Platform vs custom LLM stack for Salesforce architects choosing governance, speed, cost, and control.
How to use Llama 4 Scout with Salesforce on-premise AI safely: data residency, Agentforce 2.0 patterns, costs, and tradeoffs.
A practical 2026 playbook for apex test coverage ai generated 2026: use AI to draft tests, keep humans on assertions and risk.
A practical salesforce developer ai architect career 2026 roadmap: skills, projects, code, Agentforce, Data Cloud, and enterprise moves.
A practical guide to salesforce api v64 summer 26 changes: upgrade strategy, Agentforce 2.0 impact, LWC state, Data Cloud, and tests.
Production-tested agentforce multi agent orchestration patterns for routing, guardrails, handoffs, and Salesforce data actions.
Build an openai o3 reasoning agent salesforce pattern that plans, calls Apex tools, audits decisions, and hands off safely to Agentforce 2.0 at scale.
lwc native state management summer 26 lets you replace wire-heavy LWCs with shared stores, fewer calls, and cleaner enterprise UX.
Build a semantic case router with Salesforce Data Cloud vector search 2026, Agentforce 2.0, embeddings, and Apex routing logic.
Claude Sonnet 4.7 vs GPT-5.5 Salesforce agent comparison: reasoning, tool calls, cost, latency, and Agentforce 2.0 patterns.
Agentforce 2.0 new features Winter 26 explained: multi-agent orchestration, Atlas v2, custom reasoning, and real org lessons.
Prompt engineering Salesforce admins can use to build safer Agentforce 2.0 prompts with grounded context, guardrails, and output contracts.
Practical SOQL query optimization tips for selective filters, indexes, query plans, bulk Apex, and enterprise Salesforce performance at scale.
Salesforce flow vs apex 2026 guide for choosing Flow, Apex, or both when enterprise automation needs scale, tests, and Agentforce-ready guardrails.
The real apex cpu limit error fix is not adding async everywhere. Find wasted work, bulkify correctly, and cut transaction cost.
Wire Claude's tool-use API directly to Salesforce data without LangChain or SDKs — auth, SOQL tools, the agent loop, retry logic, and a production checklist.
Production lessons on multi agent workflow design patterns: routing, guardrails, memory, retries, observability, and human review.
Build a rag salesforce knowledge base index that respects article versions, languages, permissions, and sync windows before AI agents answer users.
A practical agentforce custom actions tutorial for wiring Apex, guardrails, inputs, and enterprise-grade Salesforce automation.
Agentforce vs Einstein Copilot explained for Salesforce teams: autonomy, actions, data grounding, and where each fits in real CRM orgs.
Build an openai api salesforce integration agent that reads CRM context, reasons over actions, and updates records safely with Apex guardrails today.
Build a practical claude api salesforce integration that reads CRM context, reasons with Claude, and writes safe agent actions back to Salesforce.
A practical lwc vs react for salesforce developers guide: component model, data access, state, security, and when React is worth it.