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How to Test AI That Never Gives the Same Answer Twice

Most software tests work on a simple idea. You give the system an input, and you check that you get the right output. If the answer matches, the test passes. If it doesn't, something broke. AI doesn't

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Zain Abbas2d ago · 9 min read

ZATCA Phase 2 in SAP Business One: Routing Each Document to Clearance or Reporting

A note on how this was written: I drafted this article with help from an AI writing assistant and then checked and edited it myself. The design choices come from SAP Business One integration work; the

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arc3d ago · 4 min read

SAP Segregation of Duties (SoD): Risks, Examples, and How to Manage Them

Introduction Organizations use SAP systems to manage important business processes such as finance, procurement, inventory, and payments. Because these systems contain sensitive business data and trans

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Vinay Thangellapally3d ago · 4 min read

10 Practical SAP CPI Lessons from 3 Years of Integration Work

I have been building integrations on SAP Cloud Integration (CPI, part of SAP Integration Suite) for about three years as a freelancer. Most of what I know did not come from the documentation. It came

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Deshan Ranchhod3d ago · 5 min read

From SAP Consulting to AI Product Management: What AI Agents Need to Get Right in SAP Change

For years my job was to help SAP changes reach production safely. I was a senior SAP technical consultant across APAC. In September 2026 I moved into a new role as an AI Product Manager at Rev-Trac, w

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Metrica Software6d ago · 14 min read

Tableau to Power BI Migration: When to Switch and What to Expect

A Tableau to Power BI migration is a business platform decision disguised as a report conversion project. The visible work is rebuilding dashboards, but the expensive work sits underneath: rationalizi

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Zain AbbasOct 22 · 6 min read

SAP Business One Service Layer $batch: Atomic Multi-Document Writes Without Losing Your Mind

If you integrate with SAP Business One, sooner or later you need two or three writes to succeed or fail together: create a sales order and its invoice, or add a business partner and the first order fo

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Vikram Kumar ShuklaOct 19 · 4 min read

One SDK parameter could reroute your OAuth secrets to an attacker. SAP gave it a CVSS 10.0.

CVE-2026-89111 landed on October 13, and it is the kind of bug that makes you stare at your own codebase for a minute. The SAP Cloud SDK for Python, which a lot of multi-tenant SAP Business Technology

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Atash DasOct 15 · 11 min read

SAP Disaster Recovery Architecture — When Each Tool Earns Its Place

Abstract SAP disaster recovery on AWS is rarely one technology — it's a stack, and picking the wrong tool at any single layer breaks the whole plan. This piece starts with AWS's own architecture patte

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MainStay MarketingOct 6 · 3 min read

Engineering Circuit Breaker and Backpressure Patterns for Enterprise API Middleware

The Danger of Cascading Failures in Synchronous Integration Layers In enterprise integration architectures, middleware gateways serve as the primary conduit connecting front-office platforms like Lead

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