We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers -- AI-generated illustration
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers
    7 Min Read
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Spam in the Twitterverse
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Uncategorized > Spam in the Twitterverse
Uncategorized

Spam in the Twitterverse

Daniel Tunkelang
Daniel Tunkelang
5 Min Read
Spam in the Twitterverse
Illustration generated with qwen-image-Q4_K_M (local ComfyUI) + quality 20-step CFG 4.
SHARE

I’ve noted in the past that “real-time” alerting systems, in contrast to search engines that place less emphasis on immediacy, are particularly vulnerable to spamming. It’s a lot like telemarketing–you could avoid it entirely if you routed any questionable calls to voicemail, but then you would, at the very least, not be able to be reached in real time.

At first glance, Twitter seems immune from this sort of spamming, since you only see tweets from the users you follow. Yes, Barack Obama and Guy Kawasaki must spend a lot of time on Twitter! But, regardless of how many users you follow, you are the one in control.

At least that’s the theory. Of course, things tend to work a bit differently in practice. Like many Twitter users, I use Twitter Search to maintain a running vanity query for mentions of my user name, employer, blog, etc. As a result, a user I don’t follow can nonetheless get my attention by tweeting an “at reply” to me. Twitter has struggled to figure out whether that is a good thing or a bad thing, but I suspect that my erring on the side of vanity is a common behavior.

But I do recognize that I’m opening myself up to alert spamming–perhaps not just in theory, but in practice. Today I read on All Things Digital that:

More Read

Using Geographic Data
Using Geographic Data
Why Learn R? It’s the language of Statistics
Propping up the house of cards
Options Pricing Using SAS
Big Data: A Brief(ish) History Everyone Should Read

Pontiflex, a lead generation startup that hoovers up names and other other info from users that visit its network of publishers, then sells the data to marketers. The Brooklyn-based company is rolling out a Twitter product that lets marketers compile a list of interested Twitter users.
…
Since the users aren’t actually signing up to “follow” any of the marketers, said marketers can’t send them direct messages. The marketers could try to “at reply” their leads — the equivalent of shouting out the name of someone you think might be at a loud cocktail party, but who you can’t actually see. But that’s about it.

That’s about enough, if enough users are like me. Fortunately, I’m not enough of a celebrity to be particularly concerned about being singled out–at this stage. But I think the writing is on the wall, and spammers will innovate to embrace social media. I’ve already experienced a few examples of such innovation, and I’m sure that they are child’s play compared to what’s in store.

Personally, I look forward to this spamageddon. Why? Because I think we already have a problem managing attention scarcity in social media, but haven’t found sufficient motivation to confront the problem head on. A spam epidemic will certainly cause us to revisit our priorities, and I’m optimistic that we’ll innovate beyond the existing approaches used for email spam.

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Flat editorial illustration: The article's core relationship is the engineering transition from an AI prototype to a production-r
From AI Prototype to Production: Observability and Scalability Requirements for Data-Heavy SaaS Applications
Artificial Intelligence Exclusive
Preparing Data Systems and Governance for a Scaling Global Gaming Brand -- AI-generated illustration
Preparing Data Systems and Governance for a Scaling Global Gaming Brand
Big Data Infographic
How Restaurant POS and Ordering Data Reveal Generational Customer Patterns -- AI-generated illustration
How Restaurant POS and Ordering Data Reveal Generational Customer Patterns
Exclusive Infographic
From Trucks To Data: How Telematics Can Improve Freight Transportation -- AI-generated illustration
From Trucks To Data: How Telematics Can Improve Freight Transportation
Big Data Exclusive Infographic

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Why Do Once Successful Companies Fail?
Uncategorized

Why Do Once Successful Companies Fail?

7 Min Read
Test Your Level of Expertise with SAS/R/Python
Uncategorized

Test Your Level of Expertise with SAS/R/Python

9 Min Read
Box IPO: Will Others Follow Suit?
Uncategorized

Box IPO: Will Others Follow Suit?

5 Min Read
IBM Social Business Bets on Key Application and Technologies
Uncategorized

IBM Social Business Bets on Key Application and Technologies

7 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

From Bolts to Bots: How AI Is Fortifying the Automotive Industry
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?