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The Data Stack Show

Podcast name

Sandy Ryza


171: Machine Learning Pipelines Are Still Data Pipelines with Sandy Ryza of Dagster


Eric and Kostas


January 3, 2024



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Quick links

Video A📱

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Copy for Video A✍️

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Forget jargon, speak “datafluency”! Explaining data projects to stakeholders?

Ditch the bullets & embrace “data assets.”

Instead of pipelines & tables, think end products & value.

Visualize the outcome, not the inner workings. Speak their language, unlock understanding, build trust.

Hashtags for Video A #️⃣

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#datavisualization #communicationmatters #datadrivendecisions #stakeholderengagement #breakingdownthewall #speakhuman

Video B📱

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Deeply immersed in the open-source world, I contributed to the data stack that powers big data!

Now, after seeing its impact on data professionals, I’m curious: what lies beyond the API?

Hashtags for Video B #️⃣

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#OpenSourceLife #DataStack #DataEngineer #DataScientist #WhatsNext #Collaboration #CommunityDriven

Video C📱

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Siloed teams building software for their own needs can lead to incompatible solutions for similar problems.

Foster collaboration, communication, and shared goals across teams to ensure everyone’s rowing in the same direction.

Hashtags for Video C #️⃣

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#softwaredevelopment #collaboration #communication #agile #teams #alignment #sharedgoals

Video D📱

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Leveled up! Building a shared orchestration environment for analytics & ML engineers.

This platform streamlines data pipelines & empowers less-technical users, boosting productivity & efficiency.

Hashtags for Video D #️⃣

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#DataOps #MLOps #Collaboration #Automation #Democratization #DataForEveryone #EngineeringExcellence

Video E📱

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ML projects often morph into vibrant labs of trial and error!

Compared to data engineering or analytics, the experimentation phase holds a unique richness and intensity.

It’s a playground for creative problem-solving, rapid iteration, and embracing the unknown.

Hashtags for Video E #️⃣

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#MLExperimentation #MachineLearning #Innovation #DataScience #IterativeProcess #EmbraceTheUnknown #AlwaysLearning

Publishing Schedule 📅

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Guest Star Galore: Social Media Strategy for Your Podcast Appearances

Goal: Leverage your guest interviews on other podcasts to amplify your voice, reach new audiences, and strengthen your brand presence.



  • Snackable soundscapes: Focus on platforms built for audio snippets like Instagram Stories, TikTok, and LinkedIn.
  • Visual power-ups: Adapt clips for wider reach on platforms like Facebook and YouTube by adding dynamic visuals and text overlays.


Content Themes:

  • Golden nuggets: Share your most impactful insights, actionable tips, or thought-provoking moments from the interview.
  • Debate highlights: Spark conversation with snippets of interesting discussions or friendly disagreements you had with the host.
  • Behind-the-scenes whispers: Offer viewers a sneak peek into the interview process, your interactions with the host, or any unexpected turns the conversation took.
  • Unexpected laughs: Highlight funny bloopers, witty remarks, or heartwarming moments that showcase your personality and charm.
  • Community crossovers: Share your experience being a guest, mention the podcast you were on, and tag the host to build connections.


Publishing Schedule:

  • Short & sweet: Aim for 3-5 audio clips per week, keeping them under 30 seconds for maximum impact.
  • Spreading the spotlight: Rotate between clips from different interviews to avoid over-promoting any one podcast.
  • Targeted timing: Schedule posts around the launch or peak listening times of the podcast you appeared on for additional reach.


Engagement Strategies:

  • Compelling captions: Briefly introduce the context of the clip, entice viewers to listen to the full interview, and tag the host for collaboration.
  • Visually tempting: Use eye-catching graphics, quotes, or teasers from the full interview to grab attention on non-audio platforms.
  • Polls & Q&As: Continue the conversation sparked in the interview by asking the audience their thoughts or posing related questions.
  • Call to action: Encourage viewers to follow you on your own podcast, website, or social media channels.


Measurement and Optimization:

  • Track engagement metrics: Look at completion rates, shares, mentions of the original podcast, and click-throughs to your content.
  • Analyze audience feedback: Monitor comments, messages, and poll results to understand what resonates and identify potential areas for improvement.
  • Refine your cuts: Experiment with different clip lengths, audio editing techniques, and visual styles to optimize engagement and showcase your best moments.


Bonus Tips:

  • Trailer magic: Create short promotional clips using your interview snippets to attract listeners to the full episode on the other podcast.
  • Host shout-outs: Show appreciation by publicly thanking the host and podcast for having you on.
  • Cross-podcast collaborations: Team up with the host for joint social media promotions or even a future interview swap.


By strategically sharing your podcast guest appearances with engaging audio snippets and visuals, you can gain an influx of new listeners, foster relationships with fellow podcasters, and solidify your position as a valuable voice in your niche.