Engineering manager interview - tech round, data platform

Rough outline of technical round questions I got for a position in the Title. Apologize for the monotone presentation but I thought it might be useful to someone who is preparing for this role or would like to learn more about data engineering. RESOURCES below:

### vs DevOps
https://www.youtube.com/watch?v=OnK4IKgLl24
DevOps release are faster but not so safely and reliably
SRE is what happens when you treat Operations as software problem and stuff them with software engineers - Ben Treynor

### GitOps and Observability

https://www.infoq.com/articles/observability-gitops/
https://www.infoq.com/articles/cloud-native-observability/

**GitOps Benefits**: Increase productivity, improved developer experience, improved stability

### Clustered vs non-clustered index
https://www.sqlshack.com/what-is-the-difference-between-clustered-and-non-clustered-indexes-in-sql-server/

## Virtual machine vs Docker
https://cloudacademy.com/blog/docker-vs-virtual-machines-differences-you-should-know/
Architecture, security, portability, performance

### ### Differences among vanilla Kubernetes and Kubernetes deployed on the cloud

(Kubernetes / AKS / EKS) KaaS - Kubernetes as a service

https://www.x-cellent.com/posts/managed-kubernetes-vs-self-managed-kubernetes

https://packetpushers.net/should-you-choose-a-manged-kubernetes-service-or-self-host-kubernetes-in-the-cloud/

https://komodor.com/blog/the-2022-managed-kubernetes-showdown-gke-vs-aks-vs-eks/

## Kubernetes Probes
https://dev.to/pavanbelagatti/configure-kubernetes-readiness-and-liveness-probes-tutorial-478p

https://dev.to/pavanbelagatti/configure-kubernetes-readiness-and-liveness-probes-tutorial-478p

https://blog.colinbreck.com/kubernetes-liveness-and-readiness-probes-looking-for-more-feet/


## Webhooks vs API vs Kafka(messaging)
**What to use if I need almost immeadiate update**

https://www.svix.com/resources/faq/webhooks-vs-kafka/

https://hookdeck.com/blog/post/hookdeck-vs-kafka-which-way-to-go-for-your-webhook #conclusion

https://stackoverflow.com/questions/57852689/kafka-msg-vs-rest-calls

https://rapidapi.com/guides/difference-kafka-rest

https://solace.com/blog/experience-awesomeness-event-driven-microservices/

https://nuvalence.io/insights/evaluating-performance-of-pub-sub-vs-kafka/

https://www.kai-waehner.de/blog/2022/06/03/apache-kafka-request-response-vs-cqrs-event-sourcing/

https://levelup.gitconnected.com/4-ways-to-establish-communication-between-microservices-984207f29497

##Mongo DB replica sets
https://www.mongodb.com/docs/manual/replication/



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