Calsoft is a leading software product engineering services company specializing in #Storage, #Networking, #Virtualization, #Cloud and #IoT #Analytics domains.

San Jose, CA
Joined May 2010
One framework. Every region. 75% faster failover validation. 60%+ fewer manual recovery steps. Download the case study: na2.hubs.ly/H08GkRh0 #DisasterRecovery #CloudResilience
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43% of breached organizations had a shadow AI incident, up from 20% (IBM, 2026). Recurring problems (governance, evaluation, testing, migration) deserve reusable engineering. Pilot first. na2.hubs.ly/H08D-vb0 #AI
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Where to begin with a supply chain digital twin: one warehouse or lane with strong sensor coverage. Prove ROI before fidelity. Scale gradually: data maturity first, automation second. na2.hubs.ly/H08BQh_0 #DigitalTwin
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QA isn’t just a test plan. It’s five decisions: who pays for defects, which vendor you can leave, how much regression guards releases, gate or engine, who owns audit evidence. na2.hubs.ly/H08BQc80 #QualityAssurance
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Planning AI infrastructure? Avoid 5 mistakes: • Ignoring data readiness • Misjudging compute • Overlooking storage • Delaying security • Underestimating costs Read more: na2.hubs.ly/H08wZMs0
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AI can't scale on fragmented data. Reusable data foundations bring quality, governance, and lineage together—helping enterprises support analytics and AI without rebuilding from scratch. Explore the report: na2.hubs.ly/H08wZC-0
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Third parties were involved in 48% of breaches (Verizon DBIR 2026). Automate pipeline controls: policy checks, dependency lineage, access control, vulnerability scoring. na2.hubs.ly/H08wWNB0 #DevSecOps
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Monitoring isn’t the same as measuring. 𝗙𝗼𝘂𝗿 𝗞𝗣𝗜𝘀 worth tracking: first call resolution, mean time between failures, mean time to restore, and customer satisfaction. na2.hubs.ly/H08y1sk0 #NOC #ITOperations #TechnologyFirst
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𝗪𝗵𝗮𝘁 𝗵𝗮𝗽𝗽𝗲𝗻𝗲𝗱? 𝗪𝗵𝘆? 𝗪𝗵𝗮𝘁 𝗺𝗶𝗴𝗵𝘁 𝗵𝗮𝗽𝗽𝗲𝗻? 𝗪𝗵𝗮𝘁 𝘀𝗵𝗼𝘂𝗹𝗱 𝘄𝗲 𝗱𝗼? Descriptive, diagnostic, predictive, and prescriptive analytics each answer one. All four depend on data quality. na2.hubs.ly/H08y1qx0 #DataAnalytics #TechnologyFirst
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