Need someone US based who is an expert in ManyChat. If you have additional coding skills that will also be beneficial. I will hire for our first project immediately. If the client likes the work it will be much larger.

If you are working with large namespaces and have lots of upserts I highly recommend checking out: https://turbopuffer.com/ Much faster and cheaper than standard Vector DBs. Turbopuffer is a serverless vector and full-text search engine built on top of object storage (like S3). It's designed to be fast, roughly 10x cheaper than traditional vector databases, and highly scalable. It's used in production by companies like Cursor, Anthropic, Notion, Linear, Atlassian, Ramp, and Grammarly — handling over 2.5 trillion documents, 10M+ writes/s, and 10k+ queries/s. Turbopuffer supports three search modes: vector search, full-text search (BM25), and hybrid search combining both. For vector search, it uses a centroid-based approximate nearest neighbor (ANN) index based on a system called SPFresh. On a cold query, the centroid index is downloaded from object storage first, then the closest centroids identify which clusters of vectors to fetch — only the relevant clusters are pulled, not the entire dataset. This keeps cold queries feasible even on very large datasets. For full-text search, it uses an inverted index with BM25 scoring. Both index types also support metadata filtering. The system is focused on first-stage retrieval — efficiently narrowing millions of documents down to a manageable set of candidates, which can then be re-ranked or processed further downstream.

Hello everyone, just joined the group and I look forward to getting to know you guys. I've been learning n8n for the past month, I believe I have sufficient grasp of the platform now to start taking on projects. Do you guys have any recommendations as to where to start? Upwork excluded.

Wanted to give a shoutout to @Alexander Cebulla. Closed his first large automation customer (5 figs). Alexander you will not forget that feeling. It will fade a bit when you close more in the future, but you won't forget it. I still remember my first freelance client from 2021, my first enterprise customer, and my first 100k customer. Happy for you. Use the momentum to deliver the highest quality results. Remember it is always easier to keep current clients happy than it is to land more clients.

Hey all, as I am totally new the n8n and agentic environment, I am curious as to how many hours a day I need to commit to this? My goal this year is too make money again after struggling for the past 12 months with a severe knee injury, I have time on my hands everyday and I need to learn as fast as possible. So my question is, is the cloud easier to learn as a beginner or is self hosting a better option? Are there other courses I should look into as well as this one? Automation engineers are sought after in nz at the moment, after doing some research into it. I would be grateful for any feedback.