I always dreaded renewal time because it was normal for them to use it as an opportunity to extort us. Microsoft was a breeze in comparison. It's funny because Microsoft always had such a horrible reputation. I don't know if I was just so abused by VMware or what, but Microsoft was just easy. We had an annual true-up date and we always knew where we stood with them. We reported our numbers and that was it. No surprises ever and there was never an issue if we didn't report any growth. VMware was always pulling some kind of shit and was absolutely determined to push us over budget every time.
In time O(n) you can use O(n) cells on a tape, but there are O(2^n) possible configurations of symbols on a tape of length n (for an alphabet with 2 symbols), so you can do so much more with n space than with n time.
Integrations and maintenance were major issues when it came to users using the IP database. Usage of our IP database in software and platforms where data download facilities, maintainability (updating the database at regular intervals), and using an MMDB reader library were issues that were stopping us from universal adoption. For example, search/SIEM/threat intel platforms, distributed systems, firewall applications etc.
So, we just decided to launch an API to complement our data downloads. It is easier to use, and the unlimited requests make it a strong candidate.
We are rebuilding our backend in Rust and also developing a bulk enrichment API endpoint. The intention of the API system is to replicate the performance and features you get from a local database, with ease of use and minimal friction. Of course, the API is competing against the local database and will never be perfect, but I have to admit that using the IP database, particularly the binary database, and maintaining it is not as easy as using an API service.
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ArkFlow is positioned as a lightweight distributed stream processing engine that integrates streaming batches. With the help of datafusion's huge ecosystem and ArkFlow's scalable capabilities, we hope to build a huge data processing ecosystem to help the community simplify the threshold for data processing, because we always believe that flowing data can generate greater value.
Finally, thanks to everyone for their attention.
[0] https://edition.cnn.com/2023/07/11/tech/india-foxconn-exit-v...