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It has not been frequent that something comes along in this space that allows you to organize the environment a little bit and keep it from getting more chaotic. It's been more chaos than less over the past several years. But this is a thing. I would say thinking about multimodal databases has been a slight negative on Mongo, because unless you have JSON-heavy workloads, there may be another database that's good enough for the little bit of JSON that it has in it. I think that's where some of the optimization comes from.
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AI hasn't been as explosive as we thought, but it's an essential part of most new workloads. We just haven't had many new workloads. But now, I'm starting to see activity pick up, and everything is about what we can do with GenAI. There was a lot of thinking in the first half of the year, and now we're turning that into pilots and occasionally into production. That's going to favor Databricks. It's really down to Snowflake and Databricks, with some BigQuery, some Synapse, and some Redshift. But Snowflake and Databricks are the two battling it out in most enterprises, and Databricks is mostly winning.
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