diff --git a/docs/finops.md b/docs/finops.md
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 - [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend)
 - [loft.sh: The Cost of Managed Kubernetes - A Comparison 🌟](https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison)
 - [thenewstack.io: 4 Reasons Your Cloud Operations Need a FinOps Team](https://thenewstack.io/4-reasons-your-cloud-operations-need-a-finops-team)
-- [faun.pub: FinOps – introduction, origins and next steps](https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417) Financial Operations (FinOps) is a culture that will help you creating cost awareness in your organisation!
+- [faun.pub: FinOps – introduction, origins and next steps](https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417?gi=a308c8ddacb6) Financial Operations (FinOps) is a culture that will help you creating cost awareness in your organisation!
 - [cloud.google.com: 5 key metrics to measure Cloud FinOps impact in your organization in 2022 and beyond](https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-of-cloud-finops)
 - [thenewstack.io: Cloud Cost Management for DevOps](https://thenewstack.io/cloud-cost-management-for-devops)
 - [zdnet.com: As cloud costs spiral upward, enterprises turn to a thing called FinOps](https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a-thing-called-finops) Organizations waste 32% of cloud spend, up from 30% a year ago. 'More and more users are swimming in the FinOps side of the pool, even if they may not know it - or call it FinOps yet.'
@@ -85,7 +85,7 @@
 - [==medium.com/empathyco: Cloud FinOps — Part 4: Kubernetes Cost Report==](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3) how to build your own Kubernetes cost explorer dashboard using Prometheus and Grafana.
 - [==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to running many cluster nodes?==](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) Yes, since not all CPU and memory in your Kubernetes nodes can be used to run Pods.
 - [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67)
-- [engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9)
+- [engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9?gi=9d9ff792e945)
 - [infoworld.com: 5 steps to bringing Kubernetes costs in line](https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html)
 - [medium.com/@suleimanabualrob: Kubernetes cost optimisation](https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6) you'll discuss resource over-provisioning in Kubernetes and learn some tips to improve utilisation to save money and have a well-architected workload
 - [thenewstack.io: Grafana Wants to Help You Avoid Getting Dinged by Kubernetes Costs](https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kubernetes-costs) Grafana introduces new infrastructure and cost monitoring capabilities in Grafana Cloud.