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
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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𝗕𝗹𝗮𝗰𝗸 𝗯𝗼𝘅: no prior knowledge, like an outside attacker. 𝗪𝗵𝗶𝘁𝗲 𝗯𝗼𝘅: full access to architecture and source code. 𝗚𝗿𝗲𝘆 𝗯𝗼𝘅: partial knowledge, a balance of time and depth. na2.hubs.ly/H08xYJ00 #PenTesting #AppSec #TechnologyFirst
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60% of VMware customers are weighing multi-hypervisor (Unisphere Research, Oct 2026). Pick per workload: VMs isolate more, containers start faster and move easily. Then shortlist vendors. na2.hubs.ly/H08wWD40
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𝗗𝗼𝗲𝘀 𝘆𝗼𝘂𝗿 𝘀𝘁𝗼𝗿𝗮𝗴𝗲 𝗯𝗼𝘅 𝗿𝗲𝗰𝗼𝘃𝗲𝗿 𝘄𝗵𝗲𝗻 𝗮 𝗱𝗿𝗶𝘃𝗲 𝗳𝗮𝗶𝗹𝘀? You only know if you’ve tested it. Error-handling tests simulate component failures to verify data recovery and system stability. na2.hubs.ly/H08xWWT0 #StorageTesting #QA #TechnologyFirst
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5G SBA in one line: network functions do one job each and call each other through REST APIs over HTTP/2. That modularity is what makes slicing, multi-vendor plug-and-play and faster rollouts possible. na2.hubs.ly/H08wW1P0 #5G
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Scaling containers should not mean scaling complexity. Kubernetes enables self-healing, automated scaling, and zero-downtime rolling updates. But how does its architecture make this possible? Explore the key components: na2.hubs.ly/H08sBdx0
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