In order to understand how an application performs you need data. Logs, events, metrics, traces.
Observability and monitoring are expensive because you need to retrieve all this data across your system. An architeture these days is not a static rock where nothing happens and everything stays the same. You don’t have your 10 VPC, with always the same hostname that you can filter for.
Today you are on cloud, your instances are going up and down based on your load and it is easier for you to replace an EC2 that troubleshooting a failure.
Containers wrap your application and they makes it easy to deploy, as side effect you release more often, it means more data.
But the data are useless if you can not get anything good out from them, so they can be your silver buffet or a big pain, the difference is all made by your ability to use them to answer your questions or in the ability for your team aggregate them together in order to build automation with them.
To do all off this you need to manage high cardinality, this is word that sales team in tech are scary off because nobody will never sell an infinite high cardinality database, everything has a limit, and the unique solution is not a product itself but it is more like a mindset developers should have.
The technologies that gives you the ability to interact with a big set of unstructured data should support an high wrtie troughpoot and smart indexes that will allow your query engine to lookup for what you need fast enough!
So that’s what I have in my mind when I think about a database that can support monitoring data.
I am not selling anything mainly because I think a final solution doesn’t exist yet, I can not really tell you what to buy but you should look around for other companies at your same scale because everyone has this problem:
The general idea here is that the goal should be to group data that now are in different sources: NewRelic, InfluxDB, ElasticSearch, Papertrail in the same place, because it is rare to get the answer for your question just looking at logs, or metrics, you need an aggregation or a sample of different data.
This will bring the debugging and troubleshooting capabilities of your team to the next level, and listen to me, if you are working with a microservices architecture or with a highly distributed environment you need help from everything!