Background Image

Built to grow. Ready to run.

Designs scalable data systems built for growth, AI demands, and compliance—ensuring uptime, speed, and reliability.

What scaling really means

It’s not just bigger infrastructure—it’s smarter design

True scalability isn’t about buying more servers. It’s about:

img

Elastic design patterns

Built to flex, not break

We implement elastic frameworks tailored to workload profiles:

Our AIOps planning framework includes:

Ingestion Pipelines Kafka & Kinesis-based shared scaling
Storage Lakehouse architecture with object storage + metadata separation
Query Engines Presto/Trino with horizontal scale-out
AI Workloads Kubernetes + GPU autoscaling for inference/training
Data Products Feature store caching, lookup optimization

Support that’s proactive

We don’t just answer tickets. We preempt them

banner img

Secure identities across enterprise with IAM.

Platform compatibility

Scale with what you already use

We enhance scale and support across your cloud-native, hybrid, and legacy environments:

Business outcomes

Scalable systems. Predictable results.

KPICalsoft Impact
Time to auto-scale under load
< 90 seconds%
Support ticket backlog
↓ 72%
Peak-hour system latency
↓ 63%
SLA adherence (monthly)
↓ 99.9%
Infrastructure cost per TB
↓ 45%

How to start

Scale smarter. Support proactively.

Readiness Assessment

Readiness Assessment

Review infra, pipeline, and data product growth patterns.

Bottleneck Mapping

Bottleneck Mapping

Identify weak links that won’t handle growth or complexity.

Support Strategy Design

Support Strategy Design

Define SLA expectations, escalation paths, and AI-based alerting models.

Elastic Architecture Rollout

Elastic Architecture Rollout

Deploy scalable components and continuous observability loops.

Background Image

Expand seamlessly and sustain growth with reliable support

Scale Support for Agentic AI – Calsoft Inc.