Venkata Pagadala - Universe · Area · 2016 to 2026
SEO and search
Search engine optimization in practice: technical SEO, keywords, Google updates, local, links and tools.
305 posts · 5 articles · 13 media items on their own · 161 image, video or documents in all.
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Google (24) · Google Search Status Dashboard (10) · Semrush (8) · Google Search Console (5) · Twitter (5) · Omniscite (4) · Google Maps (4) · Google SearchLiaison (4) · ChatGPT (3) · PageRank (3) · Perplexity (2) · Claude (2)
Articles on SEO and search (5)

· 4 min read
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Last month, I posted about a system I built: a Topical Clustering Engine that structures 5.3 million raw search queries into a 5-level taxonomy - Categories, Subcategories, Intents, Topics, and Keywords at under 1 millisecond per...
9 media· 2 min read
Top 8 Points - Improving your SEO with conceptual models - Mark Williams-Cook
Here are the top 10 important points from Improving your SEO with conceptual models - Mark Williams-Cook. Video: https://www.youtube.com/watch?v=_AQ9UDqES80. Image Credits: searchnorwich.org. Topics Discussed. Conceptual Models for SEO...

· 2 min read
Mastering Google Search Operators: A Comprehensive Guide
Introduction. The internet is a vast ecosystem of information, and Google is the gatekeeper. It's no surprise then, that understanding how to interact effectively with this powerful tool can vastly improve your research capabilities, SEO...
3 media· 2 min read
Simple Python Script for Clustering Keywords [ Script Included ]
Simple Python Script for Clustering Keywords. 📌Python code that performs clustering of keywords using the Agglomerative Clustering algorithm and TF-IDF vectorization. Here is a brief overview of the functions in the code: 📌...
4 media· 1 min read
Google Search Console Updates & Google Algorithm Update (Sep 24,2019)
3 Main Features from Google Console. Google Search Console Can Report on Same-Day Data ( All data is based on the Pacific time zone ( PST ). Google Search Console New Feature : Structured Data Report for Breadcrumbs. Google Search Console...
Most engaging posts on SEO and search

· Post
SEO Mind Map - Step 1:
172 reactions · 8 comments · 19 reposts

· Post
Autonomous: #AIAgent integration with Screaming Frog ( MVP ):
145 reactions · 43 comments · 16 reposts

· Post
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments · 9 reposts
· Post
New SERP Feature - Cited Sources
115 reactions · 14 comments · 5 reposts · 5,825 impressions

· Post
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments · 3 reposts

· Post
Build a JSON schema with Manus AI (98% done)
102 reactions · 15 comments · 10 reposts

· Post
[Leaked?] Google Engineer Confirms SEO Still Runs on “Handcrafted” Signals
100 reactions · 9 comments · 7 reposts
· Post
MVP Ready: Autonomous AI SEO Agent
98 reactions · 16 comments · 2 reposts
Everything on SEO and search (323)
ImageLinkedIn · Oct 1, 2026
Venkata's brightonSEO slide "Keyword vs Conversation" in a slide viewer
Events and speaking › brightonSEO
Post · 0:55LinkedIn · Sep 28, 2026
One of my next research on SERP's at scale include Ai overviews & mentions
38 reactions · 3 comments
SEO and search › Google Search features and SERPs
Post · 15:00LinkedIn · Sep 17, 2026
brightonSEO - 2026 San Diego, USA
95 reactions · 27 comments
Events and speaking › brightonSEO
Post · 4:07LinkedIn · Sep 10, 2026
Search volume is a direction, not a strategy.
75 reactions · 10 comments
SEO and search › Keyword research and intent
- Post
New SERP Feature - Cited Sources. Example: - Query: "stripe acquisition of openrouter". - Sources: The New York Times " Highly Cited". [ Edit ] - This is a old SERP element, showing up in...
LinkedIn · Sep 3, 2026
New SERP Feature - Cited Sources
115 reactions · 14 comments
SEO and search › Google Search features and SERPs
PostLinkedIn · Aug 27, 2026
6 Key things: - Try to understand the USERS
52 reactions · 8 comments
SEO and search › Enterprise SEO and strategy
Post · 0:29LinkedIn · Aug 19, 2026
Outcome: 5 Million + Impressions under 25 Days
44 reactions · 8 comments
SEO and search › Enterprise SEO and strategy
PostLinkedIn · Aug 11, 2026
Under 20 Days: Impact on Ai Search ( AEO , GEO ) & SEO.
83 reactions · 25 comments
AI search (GEO and AEO) › GEO and AEO
- Post
In this AI era. Content on own site. External Signals: Social, Marketplace, Forums etc. Personalised persona based recommendation. Reputation - Reviews and Velocity. Accessibility. Can Create /...
LinkedIn · Jun 1, 2026
In this AI era,: Content on own site.
20 reactions · 1 comments
AI search (GEO and AEO) › GEO and AEO
- Post
May 2026 core update.
LinkedIn · May 21, 2026
May 2026 core update
9 reactions
SEO and search › Google algorithm updates
Post · 1:01LinkedIn · May 13, 2026
Local Search - Shipped new feature in Ominscite
27 reactions · 3 comments
Products and building › Omniscite
PostLinkedIn · May 11, 2026
Starting May 7, 2026, FAQ rich results will no longer be visible in Google Search.
10 reactions · 1 comments
SEO and search › Technical SEO
- Post
#SEOWeek Notes. Speaker: John Shehata. Key points: Google Discover now drives 75% of Google traffic for tracked publishers, up from 37% in 2023, and CTR is 6x search. Discover is not a different...
LinkedIn · Apr 29, 2026
#SEOWeek Notes: Speaker: John Shehata
19 reactions · 3 comments
Events and speaking › SEO Week
- Post
I love Screaming Frog, always drops the most important feature that are extremely useful and actionable. I love they FOCUS, Prioritization. The TEAM behind is AMAZING. Must read the recent GEM:...
LinkedIn · Apr 23, 2026
I love Screaming Frog, always drops the most important feature that are extremely useful and...
17 reactions · 2 comments
SEO and search › SEO tools
Post · 0:20LinkedIn · Mar 25, 2026
2 Million Labeled Queries: Visualization
48 reactions
Products and building › Topical Clustering Engine
Post · 0:13+1LinkedIn · Mar 21, 2026
Perplexity AI: SiteAudit, Keyword Tracker, Competitors Analysis and 90 day content pipelines.
16 reactions · 6 comments
AI and LLMs › AI agents
- Post
Had a great 1-1 conversation Mitul Gandhi Co-Founder & Chief Architect of seoClarity, Learned a lot from his 25+ years of experience in SEO & entrepreneurship lens. Things I truly enjoyed. - We spoke...
LinkedIn · Mar 20, 2026
Had a great 1-1 conversation Mitul Gandhi Co-Founder & Chief Architect of seoClarity, Learned a lot...
71 reactions · 4 comments
SEO and search › SEO tools
Post · 1:15LinkedIn · Mar 20, 2026
Added a new feature for local opportunities and SERP Segmentation.
20 reactions · 2 comments
Products and building › Omniscite
PostLinkedIn · Mar 20, 2026
Looks like Perplexity AI is cooking something for SEO community.
86 reactions · 11 comments
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Mar 12, 2026
Claude New Feature: Think it through with Claude: For big tasks or small ones, get help throughout...
17 reactions · 8 comments
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Mar 12, 2026
When your experiment starts to EXPLODE [ Topical Authority + PSEO ]
56 reactions · 23 comments
SEO and search › Keyword research and intent
ImageLinkedIn · Mar 12, 2026
"Keywords by Intent" breakdown: commercial 72.8%, informational 19%
SEO and search › Keyword research and intent
- Post
Telecom quality: 55 → 91.5. Thank you to Andrej Karpathy for sharing"autoresearch". https://lnkd.in/e3XRmWgF. Karpathy's autoresearch pattern helped us clean 3.7M keywords. Autoresearch has a simple...
LinkedIn · Mar 11, 2026
Telecom quality: 55 → 91.5
33 reactions · 5 comments
Products and building › Topical Clustering Engine
Post · 1:37LinkedIn · Mar 4, 2026
Building Crawler - For injecting page content into system pipelines, to classify, and understand...
54 reactions · 14 comments
Products and building › Omniscite
ArticleLinkedIn · Mar 2, 2026
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Products and building › Topical Clustering Engine
- Post
This is how real ecosystems grow. I recently spoke with Derek Perkins, CEO of Nozzle, while building an "Data Intelligence Framework" focused on uncovering market gaps, competitor weaknesses, and...
LinkedIn · Feb 13, 2026
This is how real ecosystems grow. I recently spoke with Derek Perkins, CEO of Nozzle, while...
24 reactions · 1 comments
Data and automation › Dashboards and market intelligence
Post · 0:57LinkedIn · Feb 9, 2026
Added SERP Screenshots in Local Keywords Tracker
26 reactions · 2 comments
SEO and search › Local SEO and Google Maps
- Post
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of their clustering research and tool - https://lnkd.in/e5dqD5KG. Note: Just because I'm building...
LinkedIn · Feb 8, 2026
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of...
9 reactions · 2 comments
SEO and search › Keyword research and intent
Post · 1:47LinkedIn · Feb 8, 2026
From an Industrial-level topical view to zip-code-level tracking.
58 reactions · 3 comments
Data and automation › Dashboards and market intelligence
Post · 0:38LinkedIn · Feb 6, 2026
Shoutout to Jordan Choo time, ideas & brainstorming.
28 reactions · 6 comments
SEO and search › Local SEO and Google Maps
PostLinkedIn · Feb 5, 2026
[ Rich Content: Format Relavance Vs Topical Relevance ]
14 reactions
SEO and search › Google algorithm updates
PostLinkedIn · Feb 2, 2026
[ CURIOSITY & EXPERIMENTATION ] Makes me happier than outcome [ Growth or Decline ]
45 reactions · 7 comments
SEO and search › Keyword research and intent
PostLinkedIn · Jan 19, 2026
Video Coming Soon: 1 Industry, 4 Million + Keywords / Queries with L3 classification and Intent
46 reactions · 15 comments
Products and building › Topical Clustering Engine
ImageLinkedIn · Jan 8, 2026
"100K Keywords Generated Successfully" telecom keywords by category
SEO and search › Keyword research and intent
Post · 2:17LinkedIn · Jan 7, 2026
Building: Json-based Topical Classification with Feedback Mechanism
38 reactions · 13 comments
Products and building › Topical Clustering Engine
- Post
Google Lawsuit. 1. SerpApi scraped 1+ petabyte of Google Search data to sell commercially, using evasion techniques to bypass Google’s protections. 2. Violated Google’s Terms of Service - breached...
LinkedIn · Dec 20, 2025
Google Lawsuit: 1. SerpApi scraped 1+ petabyte of Google Search data to sell commercially, using...
24 reactions · 4 comments
Tech and industry news › Google (company and products)
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2025: Dec 11 2025. My Prediction: Impact of AI Overviews ( In the AI era, AI overviews are extremely important. - Apart from general updates, include spam, low-quality, UI/ UX, and authority sites. -...
LinkedIn · Dec 11, 2025
2025: Dec 11 2025: My Prediction: Impact of AI Overviews ( In the AI era, AI overviews are...
15 reactions · 2 comments
SEO and search › Google algorithm updates
PostLinkedIn · Nov 19, 2025
Adobe will acquire Semrush $1.9 billion USD - $12.00 per share ( All-cash transaction )
43 reactions · 5 comments
SEO and search › SEO tools
Post · 0:37LinkedIn · Oct 26, 2025
New SERP Feature - 3D Interactive View.
14 reactions
SEO and search › Google Search features and SERPs
Post · 0:19LinkedIn · Oct 13, 2025
Love learning AI. Anthropic: #Claude Ai + DataForSEO
37 reactions · 2 comments
AI and LLMs › AI agents
- Post
“SEO is needed even for. #AI companies.”.
LinkedIn · Sep 20, 2025
“SEO is needed even for
21 reactions · 1 comments
SEO and search › Enterprise SEO and strategy
- Post
SERP Updates: Ai Overviews in PAA (People Also Ask). Search Engine: Google. #google. #aioverviews. #ai. #paa.
LinkedIn · Sep 8, 2025
SERP Updates: Ai Overviews in PAA (People Also Ask)
14 reactions
AI search (GEO and AEO) › AI Overviews and AI Mode
PostLinkedIn · Sep 7, 2025
AI Automations: Looks like Semrush is making some cool
38 reactions · 3 comments
SEO and search › SEO tools
PostLinkedIn · Aug 26, 2025
Google Spam Update: Google’s August 25, 2025 Spam Update is likely to hit low-quality, AI-generated...
12 reactions
SEO and search › Google algorithm updates
Post · 3:29LinkedIn · Aug 9, 2025
Scaling Metadata with Precision and Relevance
56 reactions · 6 comments
SEO and search › Enterprise SEO and strategy
PostLinkedIn · Jul 27, 2025
Google SERP: Images in Google
15 reactions · 2 comments
SEO and search › Google Search features and SERPs
- Post
Google Analytics MCP server: Google Analytics data directly through AI conversations! What makes this exciting: - Natural language queries for GA data. - Real-time reporting capabilities. - Account &...
LinkedIn · Jul 27, 2025
Google Analytics MCP server: Google Analytics data directly through AI conversations!
26 reactions · 6 comments
AI and LLMs › AI agents
PostLinkedIn · Jul 24, 2025
Google Trends API alpha test with regions and sub-regions data
18 reactions · 3 comments
SEO and search › Keyword research and intent
PostLinkedIn · Jul 22, 2025
New logo from Google Search Console
8 reactions · 1 comments
SEO and search › Search Console and analytics
PostLinkedIn · Jul 16, 2025
Maybe a new: #SERP feature in
13 reactions · 1 comments
SEO and search › Google Search features and SERPs
- Post
Level 0 ->Level 1 -> Level 2. Keyword Research -> Topical Research -> Industrial Research. Single Word -> Cluster of similar words -> All topics in Industry. Note: Name of Game is DATA, RELEVANCY &...
LinkedIn · Jul 14, 2025
Level 0 ->Level 1 -> Level 2
40 reactions · 2 comments
SEO and search › Keyword research and intent
PostLinkedIn · Jul 5, 2025
Screaming Frog 22.2: Added new features and fixed crashes as well.
21 reactions · 3 comments
SEO and search › SEO tools
PostLinkedIn · Jun 30, 2025
Incident effect ranking - June 30 2025 Google Algo
22 reactions · 3 comments
SEO and search › Google algorithm updates
PostLinkedIn · Jun 30, 2025
New Google Search Console Feature: New insights report
43 reactions · 1 comments
SEO and search › Search Console and analytics
- Post
Results above the AI overview in Google. #google. #serp. #ai.
LinkedIn · Jun 28, 2025
Results above the AI overview in Google.
26 reactions · 9 comments
AI search (GEO and AEO) › AI Overviews and AI Mode
- Post
Amazing post by brother Metehan Yeşilyurt 🙌. Query Fan out using screaming frog.
LinkedIn · Jun 27, 2025
Amazing post by brother Metehan Yeşilyurt 🙌
12 reactions · 1 comments
SEO and search › SEO tools
Post · 0:07LinkedIn · Jun 13, 2025
Up next video: Using Screaming Frog 22.0 with real use cases of
36 reactions · 1 comments
SEO and search › SEO tools
- Post
I love the Screaming Frog 22.0: Vectors, Embedding, Similarity Score... #ai. #vectors. #embedding. #cosine. Semantic Similarity Analysis embeddings. Visualizes semantic relationships and patterns in...
LinkedIn · Jun 10, 2025
I love the Screaming Frog 22.0: Vectors, Embedding, Similarity Score...
27 reactions
SEO and search › SEO tools
ImageLinkedIn · May 21, 2025
Browser toolbar strip of SEO and productivity extension icons
SEO and search › SEO tools
Post · 1:07LinkedIn · May 20, 2025
SERP Update - Interactive diagrams
44 reactions · 2 comments
SEO and search › Google Search features and SERPs