Calsoft Inc.

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

[Calsoft Inc. @CalsoftInc]

Third parties were involved in 48% of breaches (Verizon DBIR 2026). Automate pipeline controls: policy checks, dependency lineage, access control, vulnerability scoring. https://t.co/y5f5dc9HKE
#DevSecOps

[Calsoft Inc. @CalsoftInc]

Beyond encryption: data masking swaps sensitive values for dummy ones in test environments, and redaction hides sensitive fields from users who shouldn’t see them. https://t.co/LYQj9hhJ0b
#DataSecurity #DataStorage #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

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. https://t.co/8o3JR13UGS
#NOC #ITOperations #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

A backup you’ve never tested is a guess. 𝗦𝘁𝗲𝗽 𝘀𝗲𝘃𝗲𝗻: test regularly and set clear RPO and RTO targets, meaning how much data you can lose and how long you can be down. https://t.co/UMugZPpcxQ #NetworkSecurity #Backup #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

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. https://t.co/UbYog8Lynz
#DataAnalytics #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

#Encryption protects data at rest and in transit. Tokenization swaps confidential values for non-sensitive tokens, so a leaked token carries no sensitive data. https://t.co/CAScxYRo5I
#CloudSecurity #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

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. https://t.co/aoR59wvfkn
#PenTesting #AppSec #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

You can’t secure devices you don’t know about. The first fix in our guide is also the least glamorous: keep an updated inventory of every connected device. https://t.co/EOEuNiEBL0
#IoTSecurity #AssetManagement #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

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. https://t.co/ItcQstpqyu

[Calsoft Inc. @CalsoftInc]

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. https://t.co/ndmgx7tXRA
#StorageTesting #QA #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

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. https://t.co/TEmDb1emEQ
#5G

[Calsoft Inc. @CalsoftInc]

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: https://t.co/CRakCfyRPK

[Calsoft Inc. @CalsoftInc]

Modernize smarter with DevOps. Automate deployments with CI/CD, catch defects earlier through continuous testing, and scale applications with IaC and containers: https://t.co/0VteIzf4jZ

#DevOps #ProductModernization #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

Your GenAI model is only as good as its fine-tuning. Improve accuracy, efficiency, and reliability with the right optimization strategies: https://t.co/xOI5T8yapr

#GenAI #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

Run commands on remote Windows machines over SSH with Python Paramiko: secure, scriptable, no manual work: https://t.co/bjAOI36Lff

#Python #Paramiko #TehnologyFirst

[Calsoft Inc. @CalsoftInc]

VDI: a full desktop per user, personalised, higher overhead. RDS: many users on one session host, lower cost, one place to maintain. Pick the problem before the vendor. https://t.co/EKbjkWNrJM
#VDI #RDS

[Calsoft Inc. @CalsoftInc]

AI workloads are outgrowing legacy storage. AI-enabled storage brings auto-scaling, failure prediction, and real-time data insights.
Learn more: https://t.co/3MTl36BvNz

#AIStorage #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

NSX-V to NSX-T: decoupled architecture, API-first automation, and multi-cloud support. Know the differences before you migrate: https://t.co/TBUqy0yJTX

#NSXT #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

Fast code is good. Memory-smart code is better. Learn how Go handles allocation and garbage collection, and how to write leaner, high-performance programs: https://t.co/haRNy1SiP1

#Golang #MemoryManagement #TechnologyFirst

[Calsoft Inc. @CalsoftInc]

Most engineering teams spend 40%+ of their time on incident management (NeuBird, 2026). Agentic AIOps moves from detect-and-alert to diagnose, decide, act, with oversight built in. https://t.co/8vKdRbxVqU
#AIOps