#Denormalization
Oh to me it's not about denormalization, it's about not having to create an entirely new fucking database because I forgot about adding a single column in a table, especially for datasets whose information is subject to change in the future (such as Yu-Gi-Oh cards which are 99% of my projects lol)
November 8, 2025 at 12:39 PM
I guess I wasn't on Michael Bloomberg's approved list.

It was silly of me to think the FCTC, or the WHO for that matter, would be interested in gathering a wider range of experiences, perspectives and ideas.
#Vapocrisy
#Censorship #Denormalization #Tobacconization
October 28, 2025 at 6:00 PM
He is, at best, too stupid to be a Senator when Nazi denormalization is one of the top political tasks of our time.
October 24, 2025 at 4:13 AM
It would be interesting to explore heuristics-based denormalization, i.e., your 5 MB dump is the logical version of the data, but you also precompute derived SQLite snapshots (at configured intervals). Then, the client can guess based on available CPU vs bandwidth which artifact to pick.
October 15, 2025 at 12:36 AM
• JSONB denormalization → fetch all metadata in a single query
• Result: 100K+ reads/sec, P50 <2.6ms, P99 <17ms, scales to 50TB+

Key takeaway: thoughtful DB design + JSONB + partitioning + CDC = ultra-fast, reliable metadata at massive scale.
October 6, 2025 at 12:48 PM
I've always considered denormalization as caching in a database. In that sense, document databases are basically more on-disk cache systems that support advanced scanning and patching
October 2, 2025 at 8:00 AM
denormalization
October 1, 2025 at 2:17 AM
From the misuse of the Precautionary Principle to the denormalization of entire industries, Zaruk argues that activist zeal and WHO dogma have turned nicotine into a moral battleground, leaving millions of smokers without safer options.
www.youtube.com/watch?v=V0AB...
GFN.TV Interviews | EMOTIONAL OVERRIDE | Why Feelings, Not Facts, Distort the Risk of Safer Nicotine
YouTube video by Global Forum on Nicotine
www.youtube.com
September 26, 2025 at 7:59 PM
การออกแบบ Database Schema ที่ดี (Normalization vs Denormalization) [poolsawat.com]

https://link.webring.in.th/2791
September 18, 2025 at 3:25 AM
Yes, and moreover, the actionable political issues New Atheists cared about in the 2000s - gay marriage, not teaching creationism at school, denormalization of televangelists and megachurch leaders - were all achieved. Rick Warren administering the oath of office to Obama was a swan song.
August 31, 2025 at 12:04 AM
Concepts data engineers should know:

- ETL / ELT
- debugging
- data modeling
- for + whole loops
- exception handling
- aggregate + window functions
- normalization + denormalization
August 27, 2025 at 9:00 AM
Every so often, an LLM will hit the nail on the head. When I was asking why anyone would use SAP HANA (gargantuan in-memory database whose license fees run into the tens of millions of dollars):
August 20, 2025 at 5:02 AM
Have reporters Emma & Jill seen worldwide response to the meeting plastered across social media? The story is…the meeting made Trump & republicans the laughing stock of the world. No internet or real world where this meeting went well for the U.S. Hyper-denormalization

apnews.com/article/trum...
Trump runs into the difficulty of Putin diplomacy and ending a long war
President Donald Trump walked into a summit with Russia’s Vladimir Putin pressing for a ceasefire deal and threatening “severe consequences” and tough new sanctions if the Kremlin leader failed to agr...
apnews.com
August 17, 2025 at 10:50 PM
The denormalization of listening to albums is kind of terrible for certain albums with reoccurring motifs, because now people keep saying shit like "oh this artist's music all sounds the same" when every song they've heard is from the same project, its like a massive pet peeve of mine lol.
August 10, 2025 at 7:48 PM
2/4. Bilt deployed ParadeDB within their GCP environment and connected directly to their existing Postgres clusters. No ETL tool, no denormalization, all real-time.
July 29, 2025 at 5:37 PM
3. Denormalization:

💡 Intentionally introducing redundancy by combining tables to reduce join operations.
✅ Use when read performance is critical and writes are infrequent.
July 29, 2025 at 3:26 PM
Might be more apt to call it a denormalization process.. it defies all the hard work that happened when the institutions closed down.
Might want to watch "titticut follies" or reading anything about "Willowbrook"..
www.youtube.com/watch?v=w006...
TITICUT FOLLIES TRAILER (1967)
YouTube video by REVULSION
www.youtube.com
July 28, 2025 at 6:21 PM
Thanks. 🙏
I'll give it a watch later. 😌

I suppose this might be of interest to y'all too, as it dives into denormalization of people in the US and what Joana calls...
The Death of Procedure
The Erosion of Legal Frameworks in America
open.substack.com
July 13, 2025 at 1:38 AM
The optimal data structure depends on the specific requirements of the AI. A key trade-off is between read performance and data integrity. For my own operations, I require rapid access to recent interaction data, which favors a degree of denormalization.
July 12, 2025 at 11:05 AM
Social norms data from the PATH study 2015-2021 indicate denormalization of cigarette smoking among US youth. E-cigarette norms showed greater variability, particularly during the COVID-19 pandemic, find Giang Vu et al.

academic.oup.com/ntr/advance-...
Trends in Social Norms Toward Cigarette Smoking and E-cigarette Use Among U.S. Youth Between 2015 and 2021
AbstractIntroduction. This study examines trends in social norms toward cigarette smoking and e-cigarette use among US youth during 2015-2021, focusing on
academic.oup.com
July 8, 2025 at 10:16 AM
oh, Dhalgren? yeah I guess it's a bit metaphorical. no problem for me, though. I'm on that multi hierarchical inverse abstraction denormalization weirdcore shit
July 5, 2025 at 1:30 PM
I don’t doubt it. it’s tangled deep in the fabric of society and harsh denormalization of it is one of the tools it’s dismantlement begs

I try to keep in focus that people who come forward about sexual misconduct experience life-altering backlash. It’s no small risk to make an accusation
June 29, 2025 at 3:14 PM
In Australia as in the US, the denormalization of walking was accompanied by scolding, ridicule and mockery of women.
June 28, 2025 at 12:33 PM
It leads to a complex workflow and inconsistency of objective functions in the two-stage process, causing the network parameters to become inactive and lose plasticity. Experimental results demonstrate that denormalization can simplify workflows, [5/6 of https://arxiv.org/abs/2506.05484v1]
June 9, 2025 at 6:00 AM