Meltano: the data integration engine

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Meltano: the data integration engine

Meltano: the data integration engine

@meltanodata

Unlock all the data that powers your product features, ML training, and data platform. Open source, declarative, code-first. Join 4k+ on https://t.co/AqSJb0xmPE

Your local machine and Cloud Katılım Ağustos 2018
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Meltano: the data integration engine retweetledi
Taylor A Murphy
Taylor A Murphy@tayloramurphy·
We built a new product @archdotdev to make the working lives of data engineers better. We dogfood it daily so we can run customer data pipelines as efficiently as possible. Short version: when a pipeline fails, we get you back to green asap with automated PRs Long version 🧵
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
Let's talk about productizing consulting work! This is a good introduction to the idea: buff.ly/42x4u5W @spp_app
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
Listen to our CEO Douwe explain why we’re building a consolidated platform rather than individual bits and pieces.
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
Listen to our CEO explain what data consultancies are struggling with! Data consultancies looking to productize and move away from the by-the-hour grind hit a wall: the modern data stack.
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
We’ve created a new LinkedIn group for data consultants - the Data Consulting Club. In the Data Consulting Club, those who run data consultancies can learn from each other as they work to improve and grow their businesses. ⇒ buff.ly/3SE1ilY
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
What data consultancies gain from productizing their services: - Scale 👉 If you bill by the hour, you must hire experienced generalist people; if you productize, you can scale without it.
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Arch
Arch@Archdotdev·
The pros & cons of chasing large data consulting clients: 👍 Money 👍 Long-term engagements and lots of options for cross-selling 👍 Complex problems result in higher margins for you.
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Arch
Arch@Archdotdev·
It's all about trust! Data consulting clients need it, and yet it's so easily broken with ... - data that's out of sync for a day - not getting the (right) results - not seeing the results (even if you get them) And so much more. buff.ly/4bix0MY
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Arch
Arch@Archdotdev·
Good data consultants ask: What’s your conversion rate WoW? Great data consultants ask: What’s driving the change? CPC, CTR, cost of acquisition? The best ask: What’re you gonna do about it?
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Arch
Arch@Archdotdev·
The average data consultancy tells its clients what their conversion rates are and makes sure the tracking is set up and working. The good data consultancy tells its client what the LTV by distribution channel was 3 months after they ran a big Halloween campaign. What matters?
Arch tweet media
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
Off-the-shelf solutions for market verticals won’t cut it! We talked to one data consultant who explained it like this: No off-the-shelf data solution hits the mark if you pick any market vertical, like education or a service sector like nail salons.
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Arch
Arch@Archdotdev·
😀 Off-the-shelf solutions always cover 80% of what you need, getting data, reports, automation 😱 But 20% of what you really need, they won’t get you. 👉 The result? You're cut off unless you’re a big company with data engineers and BI people.
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Arch
Arch@Archdotdev·
What are the books you’d recommend to a fellow data consultant? We have a few on our list, but add your own! 👉 "Productize" by @eishaarmstrong - a good introduction to productizing your services as a consultancy.
Arch tweet media
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Arch
Arch@Archdotdev·
In data consultancy, the real product isn't the stack, it's the strategic insight. #BeyondDataStack
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Meltano: the data integration engine retweetledi
Arch
Arch@Archdotdev·
Most companies don’t pay data consultants to set up a data stack, they really pay them to get insights tailored to their business. So: 👉 keep your own data stack costs down 👉 focus on building up expertise in these businesses, more consulting, less hacking.
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Arch
Arch@Archdotdev·
The Modern Data Stack sucks for data consultancies looking to productize, it's time for a multi-tenant data platform arch.dev/blog/why-the-m…
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Meltano: the data integration engine
Meltano: the data integration engine@meltanodata·
For now you can access an alternative frontend to the Slack community on discuss.meltano.com, which has the full history. Sign in there with GitHub or your email and we can continue the conversation while we work with Slack on a resolution.
Meltano: the data integration engine@meltanodata

The Meltano Slack community is currently inaccessible as the result of a botched migration by @SlackHQ: meltano.com/slack Slack gave us 3 unviable options: 1. Pay $10,000s/month for 4,200+ enterprise seats (instead of the 20 for our team that we'd agreed to) 2. Engage Slack in a "pretty costly" "4 week minimum" "downgrade" project 3. Start from 0 with a new Slack community We're really sorry for the inconvenience and hope that Slack can resolve this in a reasonable and timely fashion. If you know anyone at @SlackHQ who could help, we'd appreciate it if you could let them know you're locked out of one of your favorite data communities and share this with them. We appreciate your patience as we get you back your Slack! @stewart @Benioff

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