Notes from the gmware team.
Practical writing on building and shipping software: what it costs, how to buy it, and how to get it right. From the engineers who do the work.
Online Price vs Shelf Price: Why Web Monitoring Can't See a Tag
Competitive price monitoring reads published web prices. Five structural reasons an online listing isn't the shelf tag in beverage alcohol, and what to do instead.
Scan Data Explained: What It Captures and What It Misses
What retail scan data actually captures, how a register record reaches a supplier's dashboard, and the coverage floor sitting under every scan number.
Syndicated Data Providers: What Each Method Can Actually See
Syndicated data explained by collection method: household panel, retailer census, depletion, invoice, storefront observation and field audit, plus each blind spot.
QA Automation Services: The Break-Even Before You Buy
Automated tests carry an annual maintenance cost. The per-test break-even you can compute before writing anything, and what to ask a QA automation vendor.
Test Automation Maintenance: The Cost Nobody Quotes
Automation's build cost gets quoted; its maintenance cost does not. The break-even arithmetic that decides which tests are worth automating and which will just rot.
Cloud Managed Services Pricing: The Fee on Top of Your Bill
Managed cloud pricing is a fee layered on your AWS or Azure bill. The models, what percentage-of-spend really costs you, and which one punishes optimization.
Entra Mandatory MFA Enforcement: What Actually Breaks
Microsoft's mandatory MFA enforcement for Azure rolls out tenant by tenant. The last start date you could pick was July 1, 2026. What's in scope and what breaks.
VMware Migration Cost After Broadcom: Stay, Renegotiate, or Move
What changed in VMware licensing under Broadcom, why renewal quotes jumped, and how to cost a migration to Hyper-V, Proxmox, Nutanix, or cloud against staying.
Exchange Server 2016 and 2019 End of Support: Your Three Real Options
Exchange 2016 and 2019 left support in October 2025. Microsoft says paid ESU ends for good in October 2026. The three upgrade paths and how to sequence them.
ISO 27001 Certification Cost: Why Published Numbers Disagree
Published ISO 27001 costs disagree because they price different scopes. The audit-day arithmetic behind the certification body fee, and what sits above it.
MCP Server Development: What You're Actually Buying
MCP server development, scoped honestly. What an MCP server is, the 2026-07-28 spec change that dates older quotes, what really drives cost, and when to skip it.
Legacy Application Modernization Services: Buy the Assessment First
What legacy application modernization services should deliver before code changes: a workload inventory, one decision per app, proof tests, and a phased exit plan.