Blog
Software delivery insights.
Long-form articles on agent-led delivery, modernization, data, QA, and Salesforce from the Intronsoft team. Filter by service or industry to find what matches your roadmap.
Ahamed Umar Baruk
Salesforce AI is production only when it handles real data latency, hygiene, permissions, review gates, and revenue-impacting actions safely.
Read articleAhamed Umar Baruk
Agentforce automation inherits the org underneath it. If Flows, fields, and permissions are unmanaged, AI makes the sprawl faster and harder to audit.
Read articleMahesh Kanna
Traceability is not an audit spreadsheet. It is useful only when requirements, tests, code, incidents, and release gates stay connected in engineering workflow.
Read articleMahesh Kanna
Requirements-to-test automation fails when it paraphrases stories into cases instead of mapping risk, state, data, and integration behavior.
Read articleMahesh Kanna
Predictable release cadence is built by deciding what misses the train early. Hero deploys are usually defer discipline failures.
Read articleMahesh Kanna
Horizontal foundation work can look mature while no workflow reaches production. A vertical slice proves architecture under real constraints.
Read articleMahesh Gurusamy
A rollback slide does not make a migration safe. Wave boundaries must name integrations, stop conditions, owners, and rehearsal evidence before cutover weekend.
Read articleMahesh Gurusamy
Parity disputes during modernization should be settled by reproducible diff packs, not by the stakeholder who remembers the legacy behavior loudest.
Read articleValli Nayagam
Medallion layers fail when bronze, silver, and gold are labels without promotion rules, freshness owners, and quality gates.
Read articleValli Nayagam
A semantic layer is not a prettier dashboard backend. It is the contract that keeps finance, BI, AI, and operations from redefining the same metric.
Read articleValli Nayagam
Lineage is not documentation after the warehouse ships. It is the operating map for every metric executives, auditors, and models depend on.
Read articleBala Velayutham
A POC without exit criteria becomes a permanent pilot: interesting enough to demo, too fragile to fund, and never safe enough to operate.
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