I usually dont come across snowflake often in manufacturing, i've seen Databricks (and Azure fabric) way more

I see azure fabrics mentioned a lot considering it’s Microsoft. I think it makes a lot of sense plugging in a data lake to a UNS

My company is landing data in snowflake, it’s a common pattern that highbyte supports directly. I don’t know much about it other than a lot of people I’ve spoken to commented on the cost of using snowflake 🤷🏼‍♀️

with UMH you can use batching policies which will decrease the costs significantly

But how do you push data to snowflake? using the put or do you use the streaming?

Honestly not sure I am on the data source side but I think we write directly into tables in snowflake.

We are looking to add a broker in the middle

ah. Ok. so this is basically the same as the snowflake put.

Snowpipe, Snowpipe Streaming, and bidirectional SQL are supported. Snowpipe Streaming does go direct to tables. In the new version of the API, the steam channels can intercepted for steam processing use cases. This is probably more appropriate for raw telematics or clickstream feeds than manufacturing data.

What’s a clickstream feed?

Observing UX activity. Used for e-commerce, fraud detection, debugging/optimizing front end designs.

Ah ! I got it confused with clickhouse and thought it was related 😂

Is there anyone looking for AI/ML engineer ?

I am looking for a partner for a long-term collaboration. Hello everyone, I hope you are all doing well. I am a Senior Full-Stack AI Engineer with over seven years of development experience, currently working as a freelancer. I am seeking a long-term partner based in the Europe. Ideally, I am looking for a male collaborator in his 30s or older who is fluent in English (and preferably other languages) and possesses excellent communication skills. This is a paid, long-term partnership involving a monthly revenue-sharing arrangement. If you are interested, please send me a DM with a brief introduction (including your name, country, profession, age, etc.).

anyone that has tried a decent compare benthos(-umh) vs telegraf?

why would you recommend to use benthos over telegraf?

redpanda connect / benthos has reliable message procesisng, telegraf is kidn of optimized to ingest data into influxdb and doesnt habe that reliability guarantees (which is also correct tradeoff for timeseries data!), but usually you also want to make somehting like addOrder or soemthign where telegraf is not good at

Would anyone like to join me in creating a bridge for this Energy Meter data model? Any help is welcome. https://cdn.discordapp.com/attachments/984082664678125578/1537409144418607204/DataModel_Energy_Meter_v1.yaml?ex=6a88d297&is=6a878117&hm=a39c87f40ab611d77078820131e08485657da13327ce2a01286a961c5b459240&

let us check it 🙂

How do you read the data? It says mbus in the protocol but i guess the mbus is connected to some gateway?

@rootxy The energy meter, is it connected to a gateway with an API?

FYI: we are doing a local first meetup in our offices if you are interested in looking behind the curtain https://cdn.discordapp.com/attachments/984082664678125578/1545452463581044756/Local_First_Meetup_v2.png?ex=6a9c3244&is=6a9ae0c4&hm=55fbcedbc137a8b43ce8eccc25a108936a94f14da2e2139922aa9c14cc2b7b0b&

Dear Community, On this Wednesday (9th September) at 2 PM CET / 08 AM EST, we are hosting a webinar on UMH Historian. Register via this link: https://www.umh.app/events/umh-historian-store-your-uns-data-and-query-it-from-grafana https://cdn.discordapp.com/attachments/984082664678125578/1546437449385775134/UMH_Historian_3_1.webp?ex=6a9fc79b&is=6a9e761b&hm=fad3a9b9eb00819a4f31830efe3c9c855cdc9fdc5db0464bf0930ba117cc954c&

I will not be able to join but am very interested! Will this be recorded (as always)?

Great podcast, loved the integration example. There were some good questions asked that you guys can expand on, like AI integration and where to have your historian (on-premise, enterprise/cloud). Another question I got, what are your thoughts on Redpanda SQL? Personally I don’t know much but figured it’s around the same topic.

Management Console can install on-premise?

No. More like this:

Data is not leaving your environment

UMH core stays fully on Prem!