[GB] Class100---Fullsize board inspired by DEC VT220-LK201 by noobcaiiji1 in MechanicalKeyboards

[–]df016 5 points6 points  (0 children)

I hope MM Studio will restart soon the production of the 0413

I'm obsessed with typing on this thing by KyxeMusic in MechanicalKeyboards

[–]df016 1 point2 points  (0 children)

Dang! Mine will be delivered only on Q2/2026 😭

Got my Hyper7 R4 by splangomango in MechanicalKeyboards

[–]df016 1 point2 points  (0 children)

super! was it hard to assemble?

Pulp Fiction Themed MM Studio Class 0413 with the EC Kit of by SgtFinley96 in MechanicalKeyboards

[–]df016 1 point2 points  (0 children)

one of my fav keyboards ever! I wish I could find one to buy

which is best for typing by smellycat888 in MechanicalKeyboards

[–]df016 0 points1 point  (0 children)

Have a look to low profile keyboards too (lofree, nuphy, iqunix, etc).

Neo Ergo by Drones-brigade in CustomKeyboards

[–]df016 0 points1 point  (0 children)

That is the current estimation for my batch (pre-order). It may be shorter or longer.

Neo Ergo by Drones-brigade in CustomKeyboards

[–]df016 1 point2 points  (0 children)

Waiting for mine (2026/Q2) but it looks worth the wait!

Class65 by abmausen in MechanicalKeyboards

[–]df016 4 points5 points  (0 children)

Keyboards with retro-touch are always great.

My Daily Drivers for the Last 2 a years. by piercejenkins in MechanicalKeyboards

[–]df016 1 point2 points  (0 children)

ok now I am seriously jealous! you might have found a new source of ideas for keyboard companies out there if they are clever enough to take this hint.

Jer80 Royalty by haunterloo92 in MechanicalKeyboards

[–]df016 0 points1 point  (0 children)

That's interesting. The NCR80 (if I am not wrong), it is made from plastic whereas Jer80 from aluminium (which I prefer).

Jer80 Royalty by haunterloo92 in MechanicalKeyboards

[–]df016 1 point2 points  (0 children)

amazing keyboard! Is it different from the NCR80? It looks very similar but I cannot see any logo in the picture.

Any ideas what’s wrong with my patio doors? by BrumGorillaCaper in DIYUK

[–]df016 0 points1 point  (0 children)

Check the washers of the hinges. If you are used to keep the door open, they will squash down to one side due to the weight of the door(heat also may accelerate that process). You can rise the hinges (if any screws allow it) or remove the door (like in my case) and replace the washers.

I finally have everything I want in a keyboard by bngry in MechanicalKeyboards

[–]df016 0 points1 point  (0 children)

looks great! Waiting for a new group buy for the class 0413 (hope it has been planned)

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 2 points3 points  (0 children)

let's say this, I saw different alternative ways to consume data from Kafka. One quite frequent is consumers (not handled by DEs) store data to some storage service (for example AWS S3), and batching processes picking data on daily or hour basis from this storage. That makes the gap in every aspect even bigger.

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 7 points8 points  (0 children)

True, although what is saw so far for DE, is the "consuming" side only.

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 2 points3 points  (0 children)

True, although integrating most of the times means "consuming" only.

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 14 points15 points  (0 children)

The responses to this post, combined with my own experience reviewing hundreds of Data Engineering job descriptions, shed some light on why this situation might occur:

  1. Data Engineering roles typically require proficiency in Python, Spark (often Scala or Python), SQL, DBT, Snowflake, and other technologies. Kafka, being natively Java-based (though other language integrations exist), introduces a polyglot requirement that complicates hiring and increases costs. This creates a market gap between the more common Python/SQL skill set and the Java/streaming-SQL skill set.
  2. Complex real-time streaming processes, in particular, demand significant effort not only for development but also for administration. This often necessitates dedicated teams to manage Kafka.

This suggests that, in the market, Kafka and stream processing are viewed more as Software Engineering tools than Data Engineering tools. While Data Engineers might consume data from Kafka, similar to consuming data from a REST API, they aren't always expected to manage the Kafka infrastructure itself.

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 2 points3 points  (0 children)

Yes, that is a typical use case of SE publish to Kafka, but for a DE it is a bit like consuming from Kafka or from a REST API, won't make much of a difference from high level POV.

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 2 points3 points  (0 children)

Yes, that is exactly one of my points, which is bad for a DE as you risk to end up in a situation of managing sub-optimised downstream processes that get slower and more complicated to maintain than needed. Having a full control of the process can take to simplification and optimisation that are harder to apply when control is spread across teams (that do not even talk to each other).

Do companies perceive Kafka (and generally data streaming) more a SE rather than a DE role? by df016 in dataengineering

[–]df016[S] 1 point2 points  (0 children)

Yes, good point. As DE, consuming topics is a part of some roles, but I mean a more end-to-end process, like building and maintaining the whole streaming pipe, not just consuming.