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Home / Blog /Kiran Unnikrishnan
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Cloud, Site Reliability Engineering

Beyond Reliability Metrics: How SRE Drives Product Scalability and Efficiency

By Kiran Unnikrishnan, March 19, 2025 March 27, 2025

Scaling online coding assessment platforms is challenging because of the unpredictable and dynamic nature of the load. Thousands of candidates may log in simultaneously when an exam starts, causing sudden spikes that test the limits of traditional auto-scaling methods.

Our Site Reliability Engineering (SRE) team recently tackled this challenge head-on, working closely with the development team to build a custom scaling solution that not only ensured system reliability and performance but also introduced significant cost efficiencies.

While SRE is often discussed in terms of improving system reliability through well-defined SLAs, SLOs, and SLIs, our experience shows that the role of SRE extends far beyond those principles.

(more…)

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Cloud Costs: Is It the Cloud or the Practices We Follow?

Cloud Costs: Is It the Cloud or the Practices We Follow?

By Kiran Unnikrishnan January 2, 2025 January 23, 2025
BitMap Operations: A Case for Efficient User Tracking in Campaigns Blog Thumbnail

Bitmap Operations: A Case for Efficient User Tracking in Campaigns

By Kiran Unnikrishnan September 26, 2024 October 23, 2024
Image depicting cloud portability

Fine-Tuning Azure for High Traffic: Techniques, Challenges, and Solutions

By Kiran Unnikrishnan January 31, 2024 October 16, 2024
Thumbnail of blog post on the implementation of cloud-portable approach.

Cloud Portability | Part 2: Implementing a Cloud-Portable Solution

By Kiran Unnikrishnan January 10, 2024 October 16, 2024
Thumbnail of blog post on Cloud-Portable Approach: Striking a Balance Between Flexibility and Managed Services

Cloud-Portable Approach | Part 1: Striking a Balance Between Flexibility and Managed Services

By Kiran Unnikrishnan December 22, 2023 January 31, 2024
Site Reliability Engineering and Its Benefits

Site Reliability Engineering and Its Benefits

By Riyas Abdulrahiman and Kiran Unnikrishnan March 30, 2023 March 19, 2025
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