diff --git a/apps/www/_blog/2023-08-11-supavisor-1-million.mdx b/apps/www/_blog/2023-08-11-supavisor-1-million.mdx
index 8d17ae98f59..d357806d44a 100644
--- a/apps/www/_blog/2023-08-11-supavisor-1-million.mdx
+++ b/apps/www/_blog/2023-08-11-supavisor-1-million.mdx
@@ -26,7 +26,7 @@ Supavisor is a scalable, cloud-native Postgres connection pooler. It has been de
Supavisor will enable us to build some exciting new features for your Postgres cluster:
@@ -56,7 +56,7 @@ In the first test, we set up a single ARM 16-core Supavisor instance on Ubuntu 2
We wanted to assess the capacity of a single Supavisor instance. We achieved:
@@ -67,18 +67,18 @@ We wanted to assess the capacity of a single Supavisor instance. We achieved:
With this setup the database is the bottleneck - 20,000 QPS was the maximum this instance could handle. Increasing QPS would have been possible with a larger instance or read-replicas, but we wanted to focus on the scalability of Supavisor's connection limit (not Postgres's). Since Supavisor is built with multi-tenancy, addition of read-replicas is as easy as sending a single post request.
-
The system showed no signs of instability or performance degradation. QPS remained constant at 20,000, proving that an increased number of connections doesn't negatively affect Supavisor's overall performance (this is generally expected from a [BEAM-based language](https://stressgrid.com/blog/webserver_benchmark/) like Elixir).
-
-
-
In the Supavisor architecture, only a single node holds direct connections to each database instance. When you add more Postgres databases or read-replicas, Supavisor spreads the connections to the replicas. Every Supavisor instance can accept incoming connections and either execute queries themselves (if they directly connected) or relay to another node (if not).
@@ -143,12 +143,12 @@ This setup successfully handled:
- **20,000 QPS** or **1.2 million queries per minute.** Each connection executed a `select` query once every 50 seconds.
-
-
-
### Supavisor's impact on query duration
@@ -205,12 +205,12 @@ We found with Supavisor median query duration was less than 2ms. And this includ
| p99 | 23ms |
-
-
-
_Supavisor architecture_
@@ -268,7 +268,7 @@ In the future, you connect to a distinct multi-tenant Supavisor cluster through
-
-