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DORA Metrics: Useful or Fluff

Jaideep Khandelwal

Founder, CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

September 3, 2025 | 14 min read

DORA Metrics: Useful or Fluff

Jaideep Khandelwal

Founder, CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

September 3, 2025 | 14 min read

DORA Metrics: Useful or Fluff

Jaideep Khandelwal

Founder, CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

September 3, 2025 | 14 min read

DORA Metrics: Useful or Fluff

Jaideep Khandelwal

Founder, CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

September 3, 2025 | 14 min read

DORA Metrics: Useful or Fluff

Jaideep Khandelwal

Founder, CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

September 3, 2025 | 14 min read

A pragmatic guide to OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

August 20, 2025 | 5 min read

A pragmatic guide to OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

August 20, 2025 | 5 min read

A pragmatic guide to OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

August 20, 2025 | 5 min read

A pragmatic guide to OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

August 20, 2025 | 5 min read

A pragmatic guide to OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

August 20, 2025 | 5 min read

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

April 29, 2025 | 9 min read

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

April 29, 2025 | 9 min read

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

April 29, 2025 | 9 min read

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

April 29, 2025 | 9 min read

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

April 29, 2025 | 9 min read

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

August 30, 2024 | 6 min read

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

August 30, 2024 | 6 min read

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

August 30, 2024 | 6 min read

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

August 30, 2024 | 6 min read

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

August 30, 2024 | 6 min read

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

June 22, 2022 | 5 min read

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

June 22, 2022 | 5 min read

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

June 22, 2022 | 5 min read

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

June 22, 2022 | 5 min read

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

June 22, 2022 | 5 min read

Case Studies

Migrating Monolith Application to Cloud Native Stack

The client provides cloud and on-premise based Hospital Management Services (HMS) SaaS platform. This HMS serves 800+ B2B customers (tenants), including large hospital chains across the Middle East, Africa, and APAC region. The tech stack for the application is a Java-based backend, JSP-based server rendered UI, Redis, and MySQL as datastores. The HMS platform is deployed as a SaaS and in customers' cloud environments and on-premise data centers.

Learn More

Migrating Monolith Application to Cloud Native Stack

The client provides cloud and on-premise based Hospital Management Services (HMS) SaaS platform. This HMS serves 800+ B2B customers (tenants), including large hospital chains across the Middle East, Africa, and APAC region. The tech stack for the application is a Java-based backend, JSP-based server rendered UI, Redis, and MySQL as datastores. The HMS platform is deployed as a SaaS and in customers' cloud environments and on-premise data centers.

Learn More

Migrating Monolith Application to Cloud Native Stack

The client provides cloud and on-premise based Hospital Management Services (HMS) SaaS platform. This HMS serves 800+ B2B customers (tenants), including large hospital chains across the Middle East, Africa, and APAC region. The tech stack for the application is a Java-based backend, JSP-based server rendered UI, Redis, and MySQL as datastores. The HMS platform is deployed as a SaaS and in customers' cloud environments and on-premise data centers.

Learn More

Migrating Monolith Application to Cloud Native Stack

The client provides cloud and on-premise based Hospital Management Services (HMS) SaaS platform. This HMS serves 800+ B2B customers (tenants), including large hospital chains across the Middle East, Africa, and APAC region. The tech stack for the application is a Java-based backend, JSP-based server rendered UI, Redis, and MySQL as datastores. The HMS platform is deployed as a SaaS and in customers' cloud environments and on-premise data centers.

Learn More

Talks

DORA Metrics or Theatrics? What to Measure, What to Ignore, and How to Improve | One2N Bits Ep. 2

Jaideep Khandelwal

Founder, CTO @One2N

Chinmay Naik

Founder, CEO @One2N

Chinmay and Jaideep talk about DORA metrics: what they are, when they matter, and how to use them without turning it into measurement theater. From deployment frequency to time to recover, they cover how these metrics reflect engineering culture, platform maturity, and real business impact.

August 21, 2025 | 15 min

DORA Metrics or Theatrics? What to Measure, What to Ignore, and How to Improve | One2N Bits Ep. 2

Jaideep Khandelwal

Founder, CTO @One2N

Chinmay Naik

Founder, CEO @One2N

Chinmay and Jaideep talk about DORA metrics: what they are, when they matter, and how to use them without turning it into measurement theater. From deployment frequency to time to recover, they cover how these metrics reflect engineering culture, platform maturity, and real business impact.

August 21, 2025 | 15 min

DORA Metrics or Theatrics? What to Measure, What to Ignore, and How to Improve | One2N Bits Ep. 2

Jaideep Khandelwal

Founder, CTO @One2N

Chinmay Naik

Founder, CEO @One2N

Chinmay and Jaideep talk about DORA metrics: what they are, when they matter, and how to use them without turning it into measurement theater. From deployment frequency to time to recover, they cover how these metrics reflect engineering culture, platform maturity, and real business impact.

August 21, 2025 | 15 min

DORA Metrics or Theatrics? What to Measure, What to Ignore, and How to Improve | One2N Bits Ep. 2

Jaideep Khandelwal

Founder, CTO @One2N

Chinmay Naik

Founder, CEO @One2N

Chinmay and Jaideep talk about DORA metrics: what they are, when they matter, and how to use them without turning it into measurement theater. From deployment frequency to time to recover, they cover how these metrics reflect engineering culture, platform maturity, and real business impact.

August 21, 2025 | 15 min

DORA Metrics or Theatrics? What to Measure, What to Ignore, and How to Improve | One2N Bits Ep. 2

Jaideep Khandelwal

Founder, CTO @One2N

Chinmay Naik

Founder, CEO @One2N

Chinmay and Jaideep talk about DORA metrics: what they are, when they matter, and how to use them without turning it into measurement theater. From deployment frequency to time to recover, they cover how these metrics reflect engineering culture, platform maturity, and real business impact.

August 21, 2025 | 15 min

Monitoring the Future: Insights from VictoriaMetrics with Aliaksandr Valialkin

Chinmay Naik

Founder, CEO @One2N

In this inaugural episode, Chinmay Naik welcomes Aliaksandr Valialkin, Co-founder and CTO of VictoriaMetrics, to discuss the latest trends and innovations in monitoring and observability. They explore the challenges of scaling monitoring systems, the role of open-source solutions, and the future of monitoring in the cloud-native era.

June 28, 2024 | 93 min

Monitoring the Future: Insights from VictoriaMetrics with Aliaksandr Valialkin

Chinmay Naik

Founder, CEO @One2N

In this inaugural episode, Chinmay Naik welcomes Aliaksandr Valialkin, Co-founder and CTO of VictoriaMetrics, to discuss the latest trends and innovations in monitoring and observability. They explore the challenges of scaling monitoring systems, the role of open-source solutions, and the future of monitoring in the cloud-native era.

June 28, 2024 | 93 min

Monitoring the Future: Insights from VictoriaMetrics with Aliaksandr Valialkin

Chinmay Naik

Founder, CEO @One2N

In this inaugural episode, Chinmay Naik welcomes Aliaksandr Valialkin, Co-founder and CTO of VictoriaMetrics, to discuss the latest trends and innovations in monitoring and observability. They explore the challenges of scaling monitoring systems, the role of open-source solutions, and the future of monitoring in the cloud-native era.

June 28, 2024 | 93 min

Monitoring the Future: Insights from VictoriaMetrics with Aliaksandr Valialkin

Chinmay Naik

Founder, CEO @One2N

In this inaugural episode, Chinmay Naik welcomes Aliaksandr Valialkin, Co-founder and CTO of VictoriaMetrics, to discuss the latest trends and innovations in monitoring and observability. They explore the challenges of scaling monitoring systems, the role of open-source solutions, and the future of monitoring in the cloud-native era.

June 28, 2024 | 93 min

Monitoring the Future: Insights from VictoriaMetrics with Aliaksandr Valialkin

Chinmay Naik

Founder, CEO @One2N

In this inaugural episode, Chinmay Naik welcomes Aliaksandr Valialkin, Co-founder and CTO of VictoriaMetrics, to discuss the latest trends and innovations in monitoring and observability. They explore the challenges of scaling monitoring systems, the role of open-source solutions, and the future of monitoring in the cloud-native era.

June 28, 2024 | 93 min

Lessons Learned managing a Terabyte scale database for three nines of uptime

Chinmay Naik

Founder, CEO @One2N

Listen to this talk by Chinmay Naik to understand the lessons behind managing a Terabyte scale MySQL database for three nines of uptime. This talk was delivered at RootConf's SREConf in November 2023.

December 3, 2023 | 43 min

Lessons Learned managing a Terabyte scale database for three nines of uptime

Chinmay Naik

Founder, CEO @One2N

Listen to this talk by Chinmay Naik to understand the lessons behind managing a Terabyte scale MySQL database for three nines of uptime. This talk was delivered at RootConf's SREConf in November 2023.

December 3, 2023 | 43 min

Lessons Learned managing a Terabyte scale database for three nines of uptime

Chinmay Naik

Founder, CEO @One2N

Listen to this talk by Chinmay Naik to understand the lessons behind managing a Terabyte scale MySQL database for three nines of uptime. This talk was delivered at RootConf's SREConf in November 2023.

December 3, 2023 | 43 min

Lessons Learned managing a Terabyte scale database for three nines of uptime

Chinmay Naik

Founder, CEO @One2N

Listen to this talk by Chinmay Naik to understand the lessons behind managing a Terabyte scale MySQL database for three nines of uptime. This talk was delivered at RootConf's SREConf in November 2023.

December 3, 2023 | 43 min

Lessons Learned managing a Terabyte scale database for three nines of uptime

Chinmay Naik

Founder, CEO @One2N

Listen to this talk by Chinmay Naik to understand the lessons behind managing a Terabyte scale MySQL database for three nines of uptime. This talk was delivered at RootConf's SREConf in November 2023.

December 3, 2023 | 43 min

FMEAs of the Distributed Systems before going live on Production

Jaideep Khandelwal

Founder, CTO @One2N

A talk by Jaideep Khandelwal about performing Failure Modes and Effects Analysis of Distributed Systems before deploying them on production.

September 13, 2023 | 26 min

FMEAs of the Distributed Systems before going live on Production

Jaideep Khandelwal

Founder, CTO @One2N

A talk by Jaideep Khandelwal about performing Failure Modes and Effects Analysis of Distributed Systems before deploying them on production.

September 13, 2023 | 26 min

FMEAs of the Distributed Systems before going live on Production

Jaideep Khandelwal

Founder, CTO @One2N

A talk by Jaideep Khandelwal about performing Failure Modes and Effects Analysis of Distributed Systems before deploying them on production.

September 13, 2023 | 26 min

FMEAs of the Distributed Systems before going live on Production

Jaideep Khandelwal

Founder, CTO @One2N

A talk by Jaideep Khandelwal about performing Failure Modes and Effects Analysis of Distributed Systems before deploying them on production.

September 13, 2023 | 26 min

FMEAs of the Distributed Systems before going live on Production

Jaideep Khandelwal

Founder, CTO @One2N

A talk by Jaideep Khandelwal about performing Failure Modes and Effects Analysis of Distributed Systems before deploying them on production.

September 13, 2023 | 26 min

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