‘Let me check row counts on all 47 downstream models' every data practitioner validating dbt changes.
That's $$ in warehouse costs just to find the 3 models that actually changed.
Metadata shows you those 3 models instantly, before you run a single query.
👉 Upload your artifacts: cloud.reccehq.com
That's $$ in warehouse costs just to find the 3 models that actually changed.
Metadata shows you those 3 models instantly, before you run a single query.
👉 Upload your artifacts: cloud.reccehq.com
Recce Cloud
Generated by Recce Cloud
cloud.reccehq.com
September 4, 2025 at 10:01 PM
‘Let me check row counts on all 47 downstream models' every data practitioner validating dbt changes.
That's $$ in warehouse costs just to find the 3 models that actually changed.
Metadata shows you those 3 models instantly, before you run a single query.
👉 Upload your artifacts: cloud.reccehq.com
That's $$ in warehouse costs just to find the 3 models that actually changed.
Metadata shows you those 3 models instantly, before you run a single query.
👉 Upload your artifacts: cloud.reccehq.com
When you have limited time to make changes, the realistic way to balance quality is running ad-hoc queries 🤞. But when you work on new models or join a new company, you start over building your validation from scratch.
Impact Radius solves this problem with metadata alone.
Impact Radius solves this problem with metadata alone.
Recce Cloud
Generated by Recce Cloud
cloud.datarecce.io
September 1, 2025 at 10:02 PM
When you have limited time to make changes, the realistic way to balance quality is running ad-hoc queries 🤞. But when you work on new models or join a new company, you start over building your validation from scratch.
Impact Radius solves this problem with metadata alone.
Impact Radius solves this problem with metadata alone.
You can run `dbt run` and then `dbt docs generate` to view the lineage as shown in the first screenshot. With the artifacts generated by these two commands, you can actually view column-level lineage and visualize changes and their impact at the column level, as shown in the second screenshot.
Recce Cloud
Generated by Recce Cloud
cloud.datarecce.io
August 29, 2025 at 9:57 AM
You can run `dbt run` and then `dbt docs generate` to view the lineage as shown in the first screenshot. With the artifacts generated by these two commands, you can actually view column-level lineage and visualize changes and their impact at the column level, as shown in the second screenshot.
See exactly which dbt models your changes will break in 2 minutes, without any setup.
Last week, we launched 👋 cloud.datarecce.io for users to experience Recce more easily by uploading dbt artifacts or using our sample artifacts.
Last week, we launched 👋 cloud.datarecce.io for users to experience Recce more easily by uploading dbt artifacts or using our sample artifacts.
Recce Cloud
Generated by Recce Cloud
cloud.datarecce.io
August 21, 2025 at 9:53 AM
See exactly which dbt models your changes will break in 2 minutes, without any setup.
Last week, we launched 👋 cloud.datarecce.io for users to experience Recce more easily by uploading dbt artifacts or using our sample artifacts.
Last week, we launched 👋 cloud.datarecce.io for users to experience Recce more easily by uploading dbt artifacts or using our sample artifacts.
🤔 Data teams keep asking: "What do I actually need to validate to ensure my data is right?"
See real example, real workflow, real time and cost savings. 💰
blog.reccehq.com/building-imp...
See real example, real workflow, real time and cost savings. 💰
blog.reccehq.com/building-imp...
August 20, 2025 at 1:20 PM
🤔 Data teams keep asking: "What do I actually need to validate to ensure my data is right?"
See real example, real workflow, real time and cost savings. 💰
blog.reccehq.com/building-imp...
See real example, real workflow, real time and cost savings. 💰
blog.reccehq.com/building-imp...
Every data transformation begins with metadata modifications: column additions, type changes, new dependencies, or altered join logic.
Can we use this metadata to find potential issues before running costly queries 💸?
👉Explore metadata diffing cloud.reccehq.com
Can we use this metadata to find potential issues before running costly queries 💸?
👉Explore metadata diffing cloud.reccehq.com
Recce Cloud
Generated by Recce Cloud
cloud.reccehq.com
August 13, 2025 at 9:48 PM
Every data transformation begins with metadata modifications: column additions, type changes, new dependencies, or altered join logic.
Can we use this metadata to find potential issues before running costly queries 💸?
👉Explore metadata diffing cloud.reccehq.com
Can we use this metadata to find potential issues before running costly queries 💸?
👉Explore metadata diffing cloud.reccehq.com
Teams like Prefeitura do Rio de Janeiro crushed our setup process.
reccehq.com/case-study-r...
The other 80% of sign-ups? They just want to validate changes before merging PRs and may not have engineering experience.
More on how we're fixing this 👇
reccehq.com/case-study-r...
The other 80% of sign-ups? They just want to validate changes before merging PRs and may not have engineering experience.
More on how we're fixing this 👇
August 12, 2025 at 6:47 AM
Teams like Prefeitura do Rio de Janeiro crushed our setup process.
reccehq.com/case-study-r...
The other 80% of sign-ups? They just want to validate changes before merging PRs and may not have engineering experience.
More on how we're fixing this 👇
reccehq.com/case-study-r...
The other 80% of sign-ups? They just want to validate changes before merging PRs and may not have engineering experience.
More on how we're fixing this 👇
"I love the concept, but I can't get it working with my data."
Reading about "dbt artifacts" and "environment setup" doesn't magically give you infrastructure knowledge.
The most motivated users were getting the most frustrated. 😤
More on what we learned coming soon 👇
Reading about "dbt artifacts" and "environment setup" doesn't magically give you infrastructure knowledge.
The most motivated users were getting the most frustrated. 😤
More on what we learned coming soon 👇
August 8, 2025 at 6:04 AM
"I love the concept, but I can't get it working with my data."
Reading about "dbt artifacts" and "environment setup" doesn't magically give you infrastructure knowledge.
The most motivated users were getting the most frustrated. 😤
More on what we learned coming soon 👇
Reading about "dbt artifacts" and "environment setup" doesn't magically give you infrastructure knowledge.
The most motivated users were getting the most frustrated. 😤
More on what we learned coming soon 👇
"The PRs created by John are always high quality. I can review them easily."
Our most successful users catch issues before submitting PRs. But getting there is painful 🙈
Most people give up. 😭
More on our fix coming soon 👇
Our most successful users catch issues before submitting PRs. But getting there is painful 🙈
Most people give up. 😭
More on our fix coming soon 👇
August 8, 2025 at 4:00 AM
"The PRs created by John are always high quality. I can review them easily."
Our most successful users catch issues before submitting PRs. But getting there is painful 🙈
Most people give up. 😭
More on our fix coming soon 👇
Our most successful users catch issues before submitting PRs. But getting there is painful 🙈
Most people give up. 😭
More on our fix coming soon 👇
After our OSDE East 2025 talk, our booth was swarmed. Everyone wanted to see the lineage diff we'd demoed. People were genuinely 🤩 excited.
Then setup conversations: "I need to ask other team." 🙄
Join our journey to fix this.
Then setup conversations: "I need to ask other team." 🙄
Join our journey to fix this.
August 5, 2025 at 4:37 PM
After our OSDE East 2025 talk, our booth was swarmed. Everyone wanted to see the lineage diff we'd demoed. People were genuinely 🤩 excited.
Then setup conversations: "I need to ask other team." 🙄
Join our journey to fix this.
Then setup conversations: "I need to ask other team." 🙄
Join our journey to fix this.
A partial breaking change can have no impact on downstream models.
Though breaking change analysis works at the column level, identifying a partial breaking change still isn't enough to get the precise impact radius.
Why breaking change analysis isn't enough 👇
reccehq.com/blog/Buildin...
Though breaking change analysis works at the column level, identifying a partial breaking change still isn't enough to get the precise impact radius.
Why breaking change analysis isn't enough 👇
reccehq.com/blog/Buildin...
July 31, 2025 at 7:16 AM
A partial breaking change can have no impact on downstream models.
Though breaking change analysis works at the column level, identifying a partial breaking change still isn't enough to get the precise impact radius.
Why breaking change analysis isn't enough 👇
reccehq.com/blog/Buildin...
Though breaking change analysis works at the column level, identifying a partial breaking change still isn't enough to get the precise impact radius.
Why breaking change analysis isn't enough 👇
reccehq.com/blog/Buildin...
🚨 Breaking Change Analysis Gap Confusing Data Teams
Software Dev: Breaking changes = planned improvements
Analytics Engineering: Breaking changes = unplanned problems
Solution: Column-level precision showing what actually needs validation.
reccehq.com/blog/Buildin...
Software Dev: Breaking changes = planned improvements
Analytics Engineering: Breaking changes = unplanned problems
Solution: Column-level precision showing what actually needs validation.
reccehq.com/blog/Buildin...
Building Impact Radius #2: The Technical Breakthrough
A technical deep dive into building Impact Radius: how we combined column-level breaking change and column-level dependency analysis to answer 'What do I actually need to validate to ensure my data…
reccehq.com
July 29, 2025 at 5:00 AM
🚨 Breaking Change Analysis Gap Confusing Data Teams
Software Dev: Breaking changes = planned improvements
Analytics Engineering: Breaking changes = unplanned problems
Solution: Column-level precision showing what actually needs validation.
reccehq.com/blog/Buildin...
Software Dev: Breaking changes = planned improvements
Analytics Engineering: Breaking changes = unplanned problems
Solution: Column-level precision showing what actually needs validation.
reccehq.com/blog/Buildin...
A partial breaking change can have full impact on downstream models.
Though we do breaking change analysis to the column level, so we know it’s a partial breaking change. It’s still not enough to get the precise impact radius.
Why👇
reccehq.com/blog/Buildin...
Though we do breaking change analysis to the column level, so we know it’s a partial breaking change. It’s still not enough to get the precise impact radius.
Why👇
reccehq.com/blog/Buildin...
July 25, 2025 at 7:02 PM
A partial breaking change can have full impact on downstream models.
Though we do breaking change analysis to the column level, so we know it’s a partial breaking change. It’s still not enough to get the precise impact radius.
Why👇
reccehq.com/blog/Buildin...
Though we do breaking change analysis to the column level, so we know it’s a partial breaking change. It’s still not enough to get the precise impact radius.
Why👇
reccehq.com/blog/Buildin...
'If we can do breaking change analysis at the column level, could we narrow the impact radius to the column level too?’
Simple. Just combine the two tools, right? Wrong. 😵
🧵Form validate everything downstream → validate only what uses it.
reccehq.com/blog/Buildin...
Simple. Just combine the two tools, right? Wrong. 😵
🧵Form validate everything downstream → validate only what uses it.
reccehq.com/blog/Buildin...
Building Impact Radius #2: The Technical Breakthrough
A technical deep dive into building Impact Radius: how we combined column-level breaking change and column-level dependency analysis to answer 'What do I actually need to validate to ensure my data…
reccehq.com
July 23, 2025 at 6:08 PM
'If we can do breaking change analysis at the column level, could we narrow the impact radius to the column level too?’
Simple. Just combine the two tools, right? Wrong. 😵
🧵Form validate everything downstream → validate only what uses it.
reccehq.com/blog/Buildin...
Simple. Just combine the two tools, right? Wrong. 😵
🧵Form validate everything downstream → validate only what uses it.
reccehq.com/blog/Buildin...
'What if we could see impact at the column level?'
While building breaking change analysis and column-level lineage, we couldn't help but think this question.
This simple thought changed everything and lead us to Impact Radius 👇
reccehq.com/blog/Buildin...
While building breaking change analysis and column-level lineage, we couldn't help but think this question.
This simple thought changed everything and lead us to Impact Radius 👇
reccehq.com/blog/Buildin...
Building Impact Radius #2: The Technical Breakthrough
A technical deep dive into building Impact Radius: how we combined column-level breaking change and column-level dependency analysis to answer 'What do I actually need to validate to ensure my data…
reccehq.com
July 22, 2025 at 11:04 AM
'What if we could see impact at the column level?'
While building breaking change analysis and column-level lineage, we couldn't help but think this question.
This simple thought changed everything and lead us to Impact Radius 👇
reccehq.com/blog/Buildin...
While building breaking change analysis and column-level lineage, we couldn't help but think this question.
This simple thought changed everything and lead us to Impact Radius 👇
reccehq.com/blog/Buildin...
We built an amazing data validation tool. Users loved the demo. But 80% didn't finish setting it up. 😭
The setup requires technical knowledge that data engineers handle, not the day-to-day analysts who need validation most.
We're fixing this! Join our journey 👇
The setup requires technical knowledge that data engineers handle, not the day-to-day analysts who need validation most.
We're fixing this! Join our journey 👇
July 21, 2025 at 12:03 PM
We built an amazing data validation tool. Users loved the demo. But 80% didn't finish setting it up. 😭
The setup requires technical knowledge that data engineers handle, not the day-to-day analysts who need validation most.
We're fixing this! Join our journey 👇
The setup requires technical knowledge that data engineers handle, not the day-to-day analysts who need validation most.
We're fixing this! Join our journey 👇
Breaking change analysis tells you WHAT changed, but not what to DO.
You know a model has a partial breaking change. Great. But which downstream models need validation? Which columns?
A partial breaking change can have full impact on downstream models.
reccehq.com/blog/Buildin...
You know a model has a partial breaking change. Great. But which downstream models need validation? Which columns?
A partial breaking change can have full impact on downstream models.
reccehq.com/blog/Buildin...
July 20, 2025 at 7:01 AM
Breaking change analysis tells you WHAT changed, but not what to DO.
You know a model has a partial breaking change. Great. But which downstream models need validation? Which columns?
A partial breaking change can have full impact on downstream models.
reccehq.com/blog/Buildin...
You know a model has a partial breaking change. Great. But which downstream models need validation? Which columns?
A partial breaking change can have full impact on downstream models.
reccehq.com/blog/Buildin...
'Validate everything downstream' is expensive and wasteful.
Impact Radius changes that to 'validate exactly what matters' with column-level precision.
This journey took us months of research, dead ends, and breakthroughs.
🙌 Join us: reccehq.com/blog/Buildin...
Impact Radius changes that to 'validate exactly what matters' with column-level precision.
This journey took us months of research, dead ends, and breakthroughs.
🙌 Join us: reccehq.com/blog/Buildin...
July 18, 2025 at 11:02 AM
'Validate everything downstream' is expensive and wasteful.
Impact Radius changes that to 'validate exactly what matters' with column-level precision.
This journey took us months of research, dead ends, and breakthroughs.
🙌 Join us: reccehq.com/blog/Buildin...
Impact Radius changes that to 'validate exactly what matters' with column-level precision.
This journey took us months of research, dead ends, and breakthroughs.
🙌 Join us: reccehq.com/blog/Buildin...
"What do I actually need to validate to ensure my data is right?"Every data engineer asks before merging a PR.
See how we broke it down into two parts:
1️⃣ WHERE to validate? (Which actually matter?)
2️⃣ HOW to validate? (What checks are enough?)
reccehq.com/blog/Buildin...
See how we broke it down into two parts:
1️⃣ WHERE to validate? (Which actually matter?)
2️⃣ HOW to validate? (What checks are enough?)
reccehq.com/blog/Buildin...
July 17, 2025 at 5:42 AM
"What do I actually need to validate to ensure my data is right?"Every data engineer asks before merging a PR.
See how we broke it down into two parts:
1️⃣ WHERE to validate? (Which actually matter?)
2️⃣ HOW to validate? (What checks are enough?)
reccehq.com/blog/Buildin...
See how we broke it down into two parts:
1️⃣ WHERE to validate? (Which actually matter?)
2️⃣ HOW to validate? (What checks are enough?)
reccehq.com/blog/Buildin...
From “validate everything” to “validate exactly what matters” took us months of research, dead ends, and breakthroughs.
We finally launched Impact Radius to help you analyze changes and s downstream impacts at the column level.
🎒 See our journey reccehq.com/blog/Buildin...
We finally launched Impact Radius to help you analyze changes and s downstream impacts at the column level.
🎒 See our journey reccehq.com/blog/Buildin...
July 15, 2025 at 3:00 AM
From “validate everything” to “validate exactly what matters” took us months of research, dead ends, and breakthroughs.
We finally launched Impact Radius to help you analyze changes and s downstream impacts at the column level.
🎒 See our journey reccehq.com/blog/Buildin...
We finally launched Impact Radius to help you analyze changes and s downstream impacts at the column level.
🎒 See our journey reccehq.com/blog/Buildin...
From validating all downstream models to validating only what matters.
Our new Impact Radius delivers precision. Instead of 'validate everything downstream,' we can now say 'validate exactly this.'
🧵 How column-level precision into impact radius
reccehq.com/blog/Buildin...
Our new Impact Radius delivers precision. Instead of 'validate everything downstream,' we can now say 'validate exactly this.'
🧵 How column-level precision into impact radius
reccehq.com/blog/Buildin...
July 12, 2025 at 4:00 AM
From validating all downstream models to validating only what matters.
Our new Impact Radius delivers precision. Instead of 'validate everything downstream,' we can now say 'validate exactly this.'
🧵 How column-level precision into impact radius
reccehq.com/blog/Buildin...
Our new Impact Radius delivers precision. Instead of 'validate everything downstream,' we can now say 'validate exactly this.'
🧵 How column-level precision into impact radius
reccehq.com/blog/Buildin...
One-click data validation sounds great, right? Wrong. Users hesitate 🤔.
"20+ downstream models to validate? What's this going to cost me?"
The solution wasn't showing costs. It was eliminating unnecessary validation.
👇 see how we dive in
reccehq.com/blog/Buildin...
"20+ downstream models to validate? What's this going to cost me?"
The solution wasn't showing costs. It was eliminating unnecessary validation.
👇 see how we dive in
reccehq.com/blog/Buildin...
July 10, 2025 at 5:32 PM
One-click data validation sounds great, right? Wrong. Users hesitate 🤔.
"20+ downstream models to validate? What's this going to cost me?"
The solution wasn't showing costs. It was eliminating unnecessary validation.
👇 see how we dive in
reccehq.com/blog/Buildin...
"20+ downstream models to validate? What's this going to cost me?"
The solution wasn't showing costs. It was eliminating unnecessary validation.
👇 see how we dive in
reccehq.com/blog/Buildin...
"Wow 😮 I can finally see what my change affects!"
But 30 seconds later: "Wait... do I need to validate ALL of these models?"
This pattern showed up in hundreds of user interviews. See how we resolve it: reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
But 30 seconds later: "Wait... do I need to validate ALL of these models?"
This pattern showed up in hundreds of user interviews. See how we resolve it: reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
July 8, 2025 at 9:10 AM
"Wow 😮 I can finally see what my change affects!"
But 30 seconds later: "Wait... do I need to validate ALL of these models?"
This pattern showed up in hundreds of user interviews. See how we resolve it: reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
But 30 seconds later: "Wait... do I need to validate ALL of these models?"
This pattern showed up in hundreds of user interviews. See how we resolve it: reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
Ask ChatGPT for "active users" and you'll get perfect SQL in seconds. You already have 2 different numbers; the AI revolution is about to make this exponentially worse. 😢
✍️ Why Data Problems Are Really Collaboration Problems
ijacwei.medium.com/why-data-pro...
✍️ Why Data Problems Are Really Collaboration Problems
ijacwei.medium.com/why-data-pro...
July 4, 2025 at 9:59 AM
Ask ChatGPT for "active users" and you'll get perfect SQL in seconds. You already have 2 different numbers; the AI revolution is about to make this exponentially worse. 😢
✍️ Why Data Problems Are Really Collaboration Problems
ijacwei.medium.com/why-data-pro...
✍️ Why Data Problems Are Really Collaboration Problems
ijacwei.medium.com/why-data-pro...
"Do I have to validate all downstream models?" 🤯 This question haunts every data engineer at 11pm before a deploy.
We're obsessed with this problem which led us to build "Impact Radius"
🧵 See our journey reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
We're obsessed with this problem which led us to build "Impact Radius"
🧵 See our journey reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
July 4, 2025 at 5:30 AM
"Do I have to validate all downstream models?" 🤯 This question haunts every data engineer at 11pm before a deploy.
We're obsessed with this problem which led us to build "Impact Radius"
🧵 See our journey reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests
We're obsessed with this problem which led us to build "Impact Radius"
🧵 See our journey reccehq.com/blog/Buildin...
#datacorrectness #datavalidation #datatests