From ab406a4be7e13ae6a2857d5b2924151feae4fd83 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Fri, 5 Sep 2025 14:58:39 -0600
Subject: [PATCH 01/13] adds blog post about numbered databases and fixes style
 with bullets

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 .../images/move-db.drawio.png                 | Bin 0 -> 67150 bytes
 .../images/numbered-db.drawio.png             | Bin 0 -> 31268 bytes
 .../images/zadd-move.drawio.png               | Bin 0 -> 73304 bytes
 .../2025-09-10-numbered-databases/index.md    |  83 ++++++++++++++++++
 sass/_valkey.scss                             |  10 ---
 5 files changed, 83 insertions(+), 10 deletions(-)
 create mode 100644 content/blog/2025-09-10-numbered-databases/images/move-db.drawio.png
 create mode 100644 content/blog/2025-09-10-numbered-databases/images/numbered-db.drawio.png
 create mode 100644 content/blog/2025-09-10-numbered-databases/images/zadd-move.drawio.png
 create mode 100644 content/blog/2025-09-10-numbered-databases/index.md

diff --git a/content/blog/2025-09-10-numbered-databases/images/move-db.drawio.png b/content/blog/2025-09-10-numbered-databases/images/move-db.drawio.png
new file mode 100644
index 0000000000000000000000000000000000000000..99378bb293767e468a90889d9a65fba818a6721d
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diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
new file mode 100644
index 00000000..1f9a1b27
--- /dev/null
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -0,0 +1,83 @@
++++
+title= "Numbered “Databases” in Valkey 9.0"
+description = "If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. "
+date= 2025-09-10 00:00:00
+authors= [ "kyledvs"]
+
+[extra]
+featured = true
+featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
++++
+
+
+If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. This has been around for more than 15 years in the preceding project. But, also, if you’ve done more research on numbered databases in the past you might have heard a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
+
+Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one key (🥁) part: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, if you have 16 numbered databases, Valkey can have the key `foo` 16 times with each one pointing to different data.
+
+Historically, when Valkey’s preceding project had the ability to cluster (before version 3.0.0), using multiple numbered database was fully supported. However, when clustering was implemented numbered databases weren’t included: a cluster had one database (DB 0) that spanned across the entire cluster. Why? I was personally involved with the community of the predecessor project and I think much of the discourse around number databases was lost to the sands of time, but there was a general feeling that users made wrong assumptions about numbered databases: then, and today, numbered databases do not provide any sort of multi-tenancy or resource isolation. To a degree, “database” is probably a bad name for this functionality: the  best way to think about numbered databases is more as a numbered *namespace* for your keys (hence the scare quotes around database in the title of this piece).
+
+![one key, many databases](./images/numbered-db.drawio.png)
+
+In a world where using numbered databases in your application locked you into never going beyond a single node, the early advice made sense, however Valkey 9.0 adds the ability to have numbered databases on a cluster, changing everything about that advice.
+
+## Clustering and numbered databases
+
+As mentioned earlier, the key name dictates where the key lives in the cluster and this doesn’t change for numbered databases. As a refresher, [Valkey clustering](https://valkey.io/topics/cluster-tutorial/) takes the key name as a string, runs that through a CRC-16 function, then does a modulo of 16,384 which determines the ‘slot’. Each of these slots belong to a node in the cluster. For a numbered database, each slot contains all the numbered databases, so, carrying forward the idea that you can have the same key name in each database on a single instance, in Valkey 9.0 you can have the same key multiple times in a given slot, each in their own database. In other words, numbered databases do not affect clustering: the key is still the determinate factor in calculating slots.
+
+You can see this directly with [`CLUSTER KEYSLOT`](https://valkey.io/commands/cluster-keyslot/) and [`SELECT`](https://valkey.io/commands/select/). Take the following example:
+
+```
+> SELECT 0
+OK
+> SET somekey hi
+OK
+> CLUSTER KEYSLOT somekey
+(integer) 11058
+> SELECT 5
+OK
+> SET somekey hello
+OK
+> CLUSTER KEYSLOT somekey
+(integer) 11058
+```
+
+Here the key `somekey` was set to two different values: ‘hi’ on database 0, and ‘hello’ on database 5, with `SELECT` altering the selected database. `CLUSTER KEYSLOT` was called twice: each one yielding the same slot number meaning this key will be assigned to the same node in the cluster, no matter which database is selected.
+
+Keep in mind that numbered databases cary the same clustering properties as other commands: operations that needs to span the entire keyspace will to be run on each node: 
+
+* [`FLUSHDB`](https://valkey.io/commands/flushdb/) will flush the keys in the current database *on the connected node*
+* [`SCAN`](https://valkey.io/commands/scan/) will iteratively return keys in the current database *on the connected node.*
+* [`DBSIZE`](https://valkey.io/commands/dbsize/) will return the number of keys in the current database *on the connected node.*
+
+You get the picture: if something previously said it did something for the entire database, in cluster mode it really means for the connected node’s portion of the database.
+
+## Where to use numbered databases
+
+Numbered databases have many uses. The first thing that people often want to do is to run different applications on the same cluster. This *can* work out fine, but keep in mind that, even in Valkey 9, you’re only really namespacing - there is no  resource isolation between databases. So, a busy application on database 0 will affect the performance of an application on another database.
+
+A similar use case would be running multiple instances of the *same* application on different databases. This might be a more compelling use case: multiple databases avoid any clashes in the key names and you’ll likely have a handle on resources required for each instance of an application when compared to different applications. However, same deal, there is no resource isolation.
+
+In both of these cases, you might have previously solved the problem with key prefixing (e.g. `app0:foo` and `app1:foo`) but numbered databases make your keys smaller (which equates to memory savings, especially with many keys), allows you to do some management steps easier (clear out an application with `FLUSHDB`  on each node instead of an iterative delete by pattern on each node), and you don’t need to have key prefixing logic built into you application.
+
+An entirely different use of numbered databases is related to the [`MOVE`](https://valkey.io/commands/move/) command. `MOVE` allows you to change a key from one database to another *without copying the data,* meaning it uses very little resources and it’s an `O(1)` operation. This allows a couple of things: 1) you can effectively make data inaccessible from a database whilst keeping it on the same cluster node, and 2) you can replace a complex key atomically.
+
+Looking at the first use of `MOVE`: imagine you have some content, maybe a user submitted post, that is stored at the key “mycontent.” At some point this content gets flagged as needing to be reviewed. You might not want to *delete* this content but you also don’t want it accessible. In this case you take the content and `MOVE` it to a different database. Once it’s reviewed (or edited!) you can `MOVE` it back. Never does the data actually leave the node nor get copied. Whilst your use-case might not be the same as this, the pattern illustrates an operation useful in a variety of contexts.
+
+![now you see me, now you don't](./images/move-db.drawio.png)
+
+The second use of `MOVE` is similar to the first except it revolves around complex keys that contain many elements. Take, for example, a large sorted set. It’s not unusual for these keys to be quite large because the key contains thousands or millions of smaller elements. If you need to replace this key with one that contains different elements then you’d have to first `DEL` the original key, then `ZADD` thousands of elements. Doing this in a transaction would be expensive and monopolize the node, and without a transaction, it would reveal a (potentially undesirable) partial state. Instead, with multiple databases, you build up new a complex key on a different database (under no urgency) and do a much simpler `MULTI` / `EXEC` transaction of of `DEL` followed by `MOVE` to atomically make the new complex key available to the database being used to serve commands without the chance of a partial state.
+
+![show me it when its done](./images/zadd-move.drawio.png)
+
+Finally, multiple databases are a useful debugging tool. When you’re building an application it can be difficult to see what happens inside Valkey when you make a change. If you have multiple databases you can run your original code on one database and the changed version on a different database then you can more easily see changes in how data looks in Valkey by just swapping between databases. While this is likely the least obvious use case and certainly not one that is relevant for production workloads, just saves complexity around having multiple clusters with potentially different configurations or having to stop/start your database.
+
+## Gotchas and future work
+
+Aside from the aforementioned lack of resource isolation, numbered databases in clustered Valkey have a few places that you need to look out for today. First, right now numbered databases don’t have dedicated metrics, so it can be hard to gain insights into per-database resource usage. Second, the ACL system doesn’t address numbered databases, so you can’t meaningfully restrict access to databases. Finally, while numbered databases are well supported in client libraries there are rough edges:
+
+* Some client libraries artificially restrict usage to a single database in cluster mode.
+* Pooled clients may naively manage the selected database, so a client returned to the pool after running SELECT might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
+
+In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
+
+With this in mind, Valkey 9.0 gives you the ability to divvy up that keyspace into nice neat numbered databases and spread them out over a whatever cluster you have. So, get rid of that old, outdated advice and start using them, seeing how they scale, and what a good idea number databases actually are for Valkey 9.0.
diff --git a/sass/_valkey.scss b/sass/_valkey.scss
index df1222ce..d2fc6890 100644
--- a/sass/_valkey.scss
+++ b/sass/_valkey.scss
@@ -1071,16 +1071,6 @@ aside {
       color: #718096;
     }
 
-    ul {
-      list-style: none;
-      padding: 0;
-      margin: 0 0 2rem 0;
-
-      li {
-        a {}
-      }
-    }
-
     img {
       display: block;
       width: 100%;

From 4e1a48a94e536e6cad926ca9e5e5e801b83a0ece Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Mon, 15 Sep 2025 15:46:57 -0600
Subject: [PATCH 02/13] addresses feedback

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 .../2025-09-10-numbered-databases/index.md    | 37 ++++++++++++-------
 sass/_valkey.scss                             |  5 +++
 2 files changed, 28 insertions(+), 14 deletions(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 1f9a1b27..717aa1ce 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -12,13 +12,13 @@ featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
 
 If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. This has been around for more than 15 years in the preceding project. But, also, if you’ve done more research on numbered databases in the past you might have heard a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
 
-Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one key (🥁) part: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, if you have 16 numbered databases, Valkey can have the key `foo` 16 times with each one pointing to different data.
-
-Historically, when Valkey’s preceding project had the ability to cluster (before version 3.0.0), using multiple numbered database was fully supported. However, when clustering was implemented numbered databases weren’t included: a cluster had one database (DB 0) that spanned across the entire cluster. Why? I was personally involved with the community of the predecessor project and I think much of the discourse around number databases was lost to the sands of time, but there was a general feeling that users made wrong assumptions about numbered databases: then, and today, numbered databases do not provide any sort of multi-tenancy or resource isolation. To a degree, “database” is probably a bad name for this functionality: the  best way to think about numbered databases is more as a numbered *namespace* for your keys (hence the scare quotes around database in the title of this piece).
+Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, if you have 16 numbered databases, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
 
 ![one key, many databases](./images/numbered-db.drawio.png)
 
-In a world where using numbered databases in your application locked you into never going beyond a single node, the early advice made sense, however Valkey 9.0 adds the ability to have numbered databases on a cluster, changing everything about that advice.
+Historically, before Valkey’s preceding project had the ability to cluster (before version 3.0.0), using multiple numbered databases was fully supported. However, when clustering was implemented numbered databases weren’t included: a cluster had one database (DB 0) that spanned across the entire cluster. In a world where using numbered databases in your application locked you into never going beyond a single node, the early advice made sense, however Valkey 9.0 adds the ability to have numbered databases on a cluster, changing everything about that advice.
+
+Why bring this feature to cluster mode in Valkey 9.0? In the intervening years since numbered databases were left out of the cluster spec, users have found a number of very handy patterns that were unfortunately limited without numbered databases. However, numbered databases aren't a panacea: read on to find out when you should stick to DB 0 and when to go for a numbered database.
 
 ## Clustering and numbered databases
 
@@ -43,21 +43,23 @@ OK
 
 Here the key `somekey` was set to two different values: ‘hi’ on database 0, and ‘hello’ on database 5, with `SELECT` altering the selected database. `CLUSTER KEYSLOT` was called twice: each one yielding the same slot number meaning this key will be assigned to the same node in the cluster, no matter which database is selected.
 
-Keep in mind that numbered databases cary the same clustering properties as other commands: operations that needs to span the entire keyspace will to be run on each node: 
+## What are numbered databases and limits
+
+If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**. Consequently, they do not provide any form of resource isolation nor do they change the properties of how a Valkey cluster works.
+
+It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. Most of the time you'll be better off just having distinct clusters for each application if you're worried about resources.
+
+In a cluster, the keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
 
 * [`FLUSHDB`](https://valkey.io/commands/flushdb/) will flush the keys in the current database *on the connected node*
 * [`SCAN`](https://valkey.io/commands/scan/) will iteratively return keys in the current database *on the connected node.*
 * [`DBSIZE`](https://valkey.io/commands/dbsize/) will return the number of keys in the current database *on the connected node.*
 
-You get the picture: if something previously said it did something for the entire database, in cluster mode it really means for the connected node’s portion of the database.
+You get the picture: if a command previously said it did something for the entire database, in cluster mode it really means for the connected node’s portion of the database. These are especially important to understand if you're planning to move an application built for non-clustered, numbered databases to a cluster.
 
 ## Where to use numbered databases
 
-Numbered databases have many uses. The first thing that people often want to do is to run different applications on the same cluster. This *can* work out fine, but keep in mind that, even in Valkey 9, you’re only really namespacing - there is no  resource isolation between databases. So, a busy application on database 0 will affect the performance of an application on another database.
-
-A similar use case would be running multiple instances of the *same* application on different databases. This might be a more compelling use case: multiple databases avoid any clashes in the key names and you’ll likely have a handle on resources required for each instance of an application when compared to different applications. However, same deal, there is no resource isolation.
-
-In both of these cases, you might have previously solved the problem with key prefixing (e.g. `app0:foo` and `app1:foo`) but numbered databases make your keys smaller (which equates to memory savings, especially with many keys), allows you to do some management steps easier (clear out an application with `FLUSHDB`  on each node instead of an iterative delete by pattern on each node), and you don’t need to have key prefixing logic built into you application.
+The most straight forward use case of numbered databases is when you need to separate your data logically and you can tolerate the effects of resource sharing (see above). This might be something like keeping customer data separated from one another or combining applications on to a single cluster when resources are unlikely to be an issue. In a similar manner, multiple databases are a useful debugging tool. When you’re building an application it can be difficult to see what happens inside Valkey when you make a change. If you have multiple databases you can run your original code on one database and the changed version on a different database then you can more easily see changes in how data looks in Valkey by just the connection swapping between databases. This is also a useful pattern during a migration when you want your old data to stick around while your new data is populated.
 
 An entirely different use of numbered databases is related to the [`MOVE`](https://valkey.io/commands/move/) command. `MOVE` allows you to change a key from one database to another *without copying the data,* meaning it uses very little resources and it’s an `O(1)` operation. This allows a couple of things: 1) you can effectively make data inaccessible from a database whilst keeping it on the same cluster node, and 2) you can replace a complex key atomically.
 
@@ -69,13 +71,20 @@ The second use of `MOVE` is similar to the first except it revolves around compl
 
 ![show me it when its done](./images/zadd-move.drawio.png)
 
-Finally, multiple databases are a useful debugging tool. When you’re building an application it can be difficult to see what happens inside Valkey when you make a change. If you have multiple databases you can run your original code on one database and the changed version on a different database then you can more easily see changes in how data looks in Valkey by just swapping between databases. While this is likely the least obvious use case and certainly not one that is relevant for production workloads, just saves complexity around having multiple clusters with potentially different configurations or having to stop/start your database.
+This is really a form of temporal namespacing: you're taking advantage of the namespace to have two active keys under the same name both of which can be read and manipulated. You can apply this pattern to other cases: anyplace you want to make a key inaccessible for a period of time.
+
+> **How is key prefixing different than numbered databases?** Some of the patterns in this blog can be achieved without numbered databases and instead with key prefixing (e.g. `app0:...`, `app1:...`). Key prefixing has a few downsides when compared to numbered databases:
+> * Prefixes add up at scale. Millions of keys each with repeated prefixes over the span of the whole cluster means less RAM for data. While each database does have a memory overhead it is linear relative to the number of databases, not keys.
+> * Databases are transparent to your application. To support prefixing, either your application or your client library has to be able to interpolate the prefix into each key. With numbered databases, the changes can be as simple as a number in the connection URI, not to each key name.
+> * Databases avoid pattern-based iterations. Having all your keys in DB 0 then needing to iterate over the entire keyspace to affect a specific pattern is expensive and complicated. If your keys are separated into databases, this both subsets that iteration and enables some database wide commands (i.e. `FLUSHDB` instead of trying to delete keys by a pattern).
 
 ## Gotchas and future work
 
-Aside from the aforementioned lack of resource isolation, numbered databases in clustered Valkey have a few places that you need to look out for today. First, right now numbered databases don’t have dedicated metrics, so it can be hard to gain insights into per-database resource usage. Second, the ACL system doesn’t address numbered databases, so you can’t meaningfully restrict access to databases. Finally, while numbered databases are well supported in client libraries there are rough edges:
+Aside from the aforementioned lack of resource isolation, numbered databases in clustered Valkey have a few places that you need to look out for today. First, right now numbered databases don’t have dedicated metrics, so it can be hard to gain insights into per-database resource usage. Second, the ACL system doesn’t currently address numbered databases, so you can’t meaningfully restrict access to databases (at time of writing, there is an [open pull request that addresses this](https://github.com/valkey-io/valkey/pull/2309)). Unlike in the previous project, databases are an active area of work for the Valkey project and the database abstraction holds potential as a way to implement new features.
+
+Finally, while numbered databases are well supported in client libraries there are rough edges:
 
-* Some client libraries artificially restrict usage to a single database in cluster mode.
+* Some client libraries artificially restrict usage to a single database in cluster mode,
 * Pooled clients may naively manage the selected database, so a client returned to the pool after running SELECT might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
 
 In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
diff --git a/sass/_valkey.scss b/sass/_valkey.scss
index d2fc6890..b871bec8 100644
--- a/sass/_valkey.scss
+++ b/sass/_valkey.scss
@@ -1954,6 +1954,11 @@ html.banner-hidden .banner {
   border: 1px solid #072150;
 }
 
+blockquote {
+  display: block;
+  margin-block-start: 1em;
+  margin-block-end: 1em;
+}
 .icon-social {
   width: 18px;
   height: 18px;

From 4718970f14cfbead1101ffe8e5545e504f84c0f6 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Wed, 17 Sep 2025 14:44:05 -0600
Subject: [PATCH 03/13] Update
 content/blog/2025-09-10-numbered-databases/index.md

Co-authored-by: Ran Shidlansik <ranshid@amazon.com>
Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 717aa1ce..f86a7b0c 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -47,7 +47,7 @@ Here the key `somekey` was set to two different values: ‘hi’ on database 0,
 
 If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**. Consequently, they do not provide any form of resource isolation nor do they change the properties of how a Valkey cluster works.
 
-It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. Most of the time you'll be better off just having distinct clusters for each application if you're worried about resources.
+It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. Most of the time you'll be better off just having distinct clusters for each application if you're worried about resource sharing.
 
 In a cluster, the keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
 

From 945a9667d7b103aaa70df3ab0a1f7b8a16aa5f0c Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 07:29:45 -0600
Subject: [PATCH 04/13] qualifies metrics statement

---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 717aa1ce..cf79b15f 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -80,7 +80,7 @@ This is really a form of temporal namespacing: you're taking advantage of the na
 
 ## Gotchas and future work
 
-Aside from the aforementioned lack of resource isolation, numbered databases in clustered Valkey have a few places that you need to look out for today. First, right now numbered databases don’t have dedicated metrics, so it can be hard to gain insights into per-database resource usage. Second, the ACL system doesn’t currently address numbered databases, so you can’t meaningfully restrict access to databases (at time of writing, there is an [open pull request that addresses this](https://github.com/valkey-io/valkey/pull/2309)). Unlike in the previous project, databases are an active area of work for the Valkey project and the database abstraction holds potential as a way to implement new features.
+Aside from the aforementioned lack of resource isolation, numbered databases in clustered Valkey have a few places that you need to look out for today. First, right now numbered databases don’t have a lot of dedicated metrics, so it can be hard to gain insights into per-database resource usage. Second, the ACL system doesn’t currently address numbered databases, so you can’t meaningfully restrict access to databases (at time of writing, there is an [open pull request that addresses this](https://github.com/valkey-io/valkey/pull/2309)). Unlike in the previous project, databases are an active area of work for the Valkey project and the database abstraction holds potential as a way to implement new features.
 
 Finally, while numbered databases are well supported in client libraries there are rough edges:
 

From a9e873b2fc4445e4280a6beb519acf9b77ac86aa Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 07:46:06 -0600
Subject: [PATCH 05/13] adds link for memory overhead discussion

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index cf79b15f..53476ff9 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -74,7 +74,7 @@ The second use of `MOVE` is similar to the first except it revolves around compl
 This is really a form of temporal namespacing: you're taking advantage of the namespace to have two active keys under the same name both of which can be read and manipulated. You can apply this pattern to other cases: anyplace you want to make a key inaccessible for a period of time.
 
 > **How is key prefixing different than numbered databases?** Some of the patterns in this blog can be achieved without numbered databases and instead with key prefixing (e.g. `app0:...`, `app1:...`). Key prefixing has a few downsides when compared to numbered databases:
-> * Prefixes add up at scale. Millions of keys each with repeated prefixes over the span of the whole cluster means less RAM for data. While each database does have a memory overhead it is linear relative to the number of databases, not keys.
+> * Prefixes add up at scale. Millions of keys each with repeated prefixes over the span of the whole cluster means less RAM for data. While each database does have a memory overhead it is linear relative to the number of databases used, not keys. For a deeper look a how numbered database memory overhead works, including using 10 million databases, read the comments on [valkey-io/valkey#1609](https://github.com/valkey-io/valkey/pull/1609#issuecomment-2616366819).
 > * Databases are transparent to your application. To support prefixing, either your application or your client library has to be able to interpolate the prefix into each key. With numbered databases, the changes can be as simple as a number in the connection URI, not to each key name.
 > * Databases avoid pattern-based iterations. Having all your keys in DB 0 then needing to iterate over the entire keyspace to affect a specific pattern is expensive and complicated. If your keys are separated into databases, this both subsets that iteration and enables some database wide commands (i.e. `FLUSHDB` instead of trying to delete keys by a pattern).
 

From 6e6348054d1b53231d37b18d81b30ac90ae5e25f Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 08:02:05 -0600
Subject: [PATCH 06/13] changed node language for non-clustered Valkey

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 53476ff9..a2cceb9e 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -16,7 +16,7 @@ Today, a common way to conceptualize Valkey is that your keys represent a unique
 
 ![one key, many databases](./images/numbered-db.drawio.png)
 
-Historically, before Valkey’s preceding project had the ability to cluster (before version 3.0.0), using multiple numbered databases was fully supported. However, when clustering was implemented numbered databases weren’t included: a cluster had one database (DB 0) that spanned across the entire cluster. In a world where using numbered databases in your application locked you into never going beyond a single node, the early advice made sense, however Valkey 9.0 adds the ability to have numbered databases on a cluster, changing everything about that advice.
+Historically, before Valkey’s preceding project had the ability to cluster (before version 3.0.0), using multiple numbered databases was fully supported. However, when clustering was implemented numbered databases weren’t included: a cluster had one database (DB 0) that spanned across the entire cluster. In a world where using numbered databases in your application locked you into never going to a cluster, the early advice made sense, however Valkey 9.0 adds the ability to have numbered databases on a cluster, changing everything about that advice.
 
 Why bring this feature to cluster mode in Valkey 9.0? In the intervening years since numbered databases were left out of the cluster spec, users have found a number of very handy patterns that were unfortunately limited without numbered databases. However, numbered databases aren't a panacea: read on to find out when you should stick to DB 0 and when to go for a numbered database.
 

From 264f942083a1697ac68d7a00a8b817d3f7119afc Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 13:57:38 -0600
Subject: [PATCH 07/13] fixed styling issue with block quotes, update
 description

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 6 +++---
 sass/_valkey.scss                                   | 3 +++
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index a2cceb9e..d8c0b52a 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -1,6 +1,6 @@
 +++
 title= "Numbered “Databases” in Valkey 9.0"
-description = "If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. "
+description = "Valkey 9.0 brings new namespacing abilities to cluster mode. In this blog you'll learn about numbered databases, how they've changed in the recent release, limitations, and how you can use them to efficiently solve a variety of otherwise challenging problems."
 date= 2025-09-10 00:00:00
 authors= [ "kyledvs"]
 
@@ -12,7 +12,7 @@ featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
 
 If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. This has been around for more than 15 years in the preceding project. But, also, if you’ve done more research on numbered databases in the past you might have heard a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
 
-Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, if you have 16 numbered databases, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
+Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
 
 ![one key, many databases](./images/numbered-db.drawio.png)
 
@@ -85,7 +85,7 @@ Aside from the aforementioned lack of resource isolation, numbered databases in
 Finally, while numbered databases are well supported in client libraries there are rough edges:
 
 * Some client libraries artificially restrict usage to a single database in cluster mode,
-* Pooled clients may naively manage the selected database, so a client returned to the pool after running SELECT might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
+* Pooled clients may naively manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar sitauation is possible for multiplexed clients.
 
 In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
 
diff --git a/sass/_valkey.scss b/sass/_valkey.scss
index b871bec8..17ffddce 100644
--- a/sass/_valkey.scss
+++ b/sass/_valkey.scss
@@ -1958,6 +1958,9 @@ blockquote {
   display: block;
   margin-block-start: 1em;
   margin-block-end: 1em;
+  margin-left: 0;
+  padding-left: 1.5em;
+  border-left: 3px solid $lf-light-blue;
 }
 .icon-social {
   width: 18px;

From b5d487cbf5b5677d98202513b4c4a7b88489cea1 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 14:19:00 -0600
Subject: [PATCH 08/13] refactor intro

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index d8c0b52a..aa748e64 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -10,7 +10,7 @@ featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
 +++
 
 
-If you explore Valkey’s documentation you might run across a tantalizing feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. This has been around for more than 15 years in the preceding project. But, also, if you’ve done more research on numbered databases in the past you might have heard a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
+If you explore Valkey’s documentation you might run across a feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. Digging into this feature reveals tantalizing ways to avoid key prefixing, house different workloads together on Valkey, and even perform patterns that are otherwise clunky. You'll also see that this has been around for more than 15 years in the preceding project. However, if you’ve done more research outside of the documentation on numbered databases you might run across a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
 
 Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
 

From 93768d61f7cb7e2f22bc39f681d2158a90ffe4fc Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 18 Sep 2025 14:36:07 -0600
Subject: [PATCH 09/13] refactoring

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index aa748e64..94056f46 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -45,11 +45,9 @@ Here the key `somekey` was set to two different values: ‘hi’ on database 0,
 
 ## What are numbered databases and limits
 
-If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**. Consequently, they do not provide any form of resource isolation nor do they change the properties of how a Valkey cluster works.
+If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**. Consequently, they do not provide any form of resource isolation. It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. If you're worried about resources, most of the time you'll be better off just having distinct clusters for each application instead of numbered databases.
 
-It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. Most of the time you'll be better off just having distinct clusters for each application if you're worried about resources.
-
-In a cluster, the keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
+Likewise, numbered databases also do not change the properties of how a Valkey cluster works. The keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
 
 * [`FLUSHDB`](https://valkey.io/commands/flushdb/) will flush the keys in the current database *on the connected node*
 * [`SCAN`](https://valkey.io/commands/scan/) will iteratively return keys in the current database *on the connected node.*
@@ -85,7 +83,7 @@ Aside from the aforementioned lack of resource isolation, numbered databases in
 Finally, while numbered databases are well supported in client libraries there are rough edges:
 
 * Some client libraries artificially restrict usage to a single database in cluster mode,
-* Pooled clients may naively manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar sitauation is possible for multiplexed clients.
+* Pooled clients may naively manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
 
 In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
 

From 7800e4273d73de0c4696eaa6125c9146fa7cd9cf Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Wed, 24 Sep 2025 14:57:38 -0600
Subject: [PATCH 10/13] Update
 content/blog/2025-09-10-numbered-databases/index.md

Co-authored-by: Madelyn Olson <madelyneolson@gmail.com>
Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 7c526115..72ba9de7 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -10,7 +10,7 @@ featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
 +++
 
 
-If you explore Valkey’s documentation you might run across a feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. Digging into this feature reveals tantalizing ways to avoid key prefixing, house different workloads together on Valkey, and even perform patterns that are otherwise clunky. You'll also see that this has been around for more than 15 years in the preceding project. However, if you’ve done more research outside of the documentation on numbered databases you might run across a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
+If you explore Valkey’s documentation you might run across a feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. Digging into this feature reveals tantalizing ways to avoid key prefixing, house different workloads together on Valkey, and even perform patterns that are otherwise clunky. However, if you’ve done more research outside of the documentation on numbered databases you might run across a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
 
 Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
 

From 77aac71c25469e46a76d2af3f5c99a1dbbf25811 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Wed, 24 Sep 2025 14:58:27 -0600
Subject: [PATCH 11/13] Update
 content/blog/2025-09-10-numbered-databases/index.md

Co-authored-by: Madelyn Olson <madelyneolson@gmail.com>
Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-10-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-10-numbered-databases/index.md
index 72ba9de7..ac7f30a9 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-10-numbered-databases/index.md
@@ -72,7 +72,7 @@ The second use of `MOVE` is similar to the first except it revolves around compl
 This is really a form of temporal namespacing: you're taking advantage of the namespace to have two active keys under the same name both of which can be read and manipulated. You can apply this pattern to other cases: anyplace you want to make a key inaccessible for a period of time.
 
 > **How is key prefixing different than numbered databases?** Some of the patterns in this blog can be achieved without numbered databases and instead with key prefixing (e.g. `app0:...`, `app1:...`). Key prefixing has a few downsides when compared to numbered databases:
-> * Prefixes add up at scale. Millions of keys each with repeated prefixes over the span of the whole cluster means less RAM for data. While each database does have a memory overhead it is linear relative to the number of databases used, not keys. For a deeper look a how numbered database memory overhead works, including using 10 million databases, read the comments on [valkey-io/valkey#1609](https://github.com/valkey-io/valkey/pull/1609#issuecomment-2616366819).
+> * Prefixes add up at scale. Millions of keys each with repeated prefixes over the span of the whole cluster means less RAM for data. While each database does have a memory overhead it is linear relative to the number of databases used, not keys. For a deeper look at how numbered database memory overhead works, including using 10 million databases, read the comments on [valkey-io/valkey#1609](https://github.com/valkey-io/valkey/pull/1609#issuecomment-2616366819).
 > * Databases are transparent to your application. To support prefixing, either your application or your client library has to be able to interpolate the prefix into each key. With numbered databases, the changes can be as simple as a number in the connection URI, not to each key name.
 > * Databases avoid pattern-based iterations. Having all your keys in DB 0 then needing to iterate over the entire keyspace to affect a specific pattern is expensive and complicated. If your keys are separated into databases, this both subsets that iteration and enables some database wide commands (i.e. `FLUSHDB` instead of trying to delete keys by a pattern).
 

From b0a42411cb43fab2669aab051319b7828e839657 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Wed, 24 Sep 2025 15:17:02 -0600
Subject: [PATCH 12/13] fixes from feedback, typos, and date update

Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 .../images/move-db.drawio.png                 | Bin
 .../images/numbered-db.drawio.png             | Bin
 .../images/zadd-move.drawio.png               | Bin
 .../index.md                                  |  18 ++++++++++--------
 4 files changed, 10 insertions(+), 8 deletions(-)
 rename content/blog/{2025-09-10-numbered-databases => 2025-09-25-numbered-databases}/images/move-db.drawio.png (100%)
 rename content/blog/{2025-09-10-numbered-databases => 2025-09-25-numbered-databases}/images/numbered-db.drawio.png (100%)
 rename content/blog/{2025-09-10-numbered-databases => 2025-09-25-numbered-databases}/images/zadd-move.drawio.png (100%)
 rename content/blog/{2025-09-10-numbered-databases => 2025-09-25-numbered-databases}/index.md (88%)

diff --git a/content/blog/2025-09-10-numbered-databases/images/move-db.drawio.png b/content/blog/2025-09-25-numbered-databases/images/move-db.drawio.png
similarity index 100%
rename from content/blog/2025-09-10-numbered-databases/images/move-db.drawio.png
rename to content/blog/2025-09-25-numbered-databases/images/move-db.drawio.png
diff --git a/content/blog/2025-09-10-numbered-databases/images/numbered-db.drawio.png b/content/blog/2025-09-25-numbered-databases/images/numbered-db.drawio.png
similarity index 100%
rename from content/blog/2025-09-10-numbered-databases/images/numbered-db.drawio.png
rename to content/blog/2025-09-25-numbered-databases/images/numbered-db.drawio.png
diff --git a/content/blog/2025-09-10-numbered-databases/images/zadd-move.drawio.png b/content/blog/2025-09-25-numbered-databases/images/zadd-move.drawio.png
similarity index 100%
rename from content/blog/2025-09-10-numbered-databases/images/zadd-move.drawio.png
rename to content/blog/2025-09-25-numbered-databases/images/zadd-move.drawio.png
diff --git a/content/blog/2025-09-10-numbered-databases/index.md b/content/blog/2025-09-25-numbered-databases/index.md
similarity index 88%
rename from content/blog/2025-09-10-numbered-databases/index.md
rename to content/blog/2025-09-25-numbered-databases/index.md
index ac7f30a9..5b5d6a30 100644
--- a/content/blog/2025-09-10-numbered-databases/index.md
+++ b/content/blog/2025-09-25-numbered-databases/index.md
@@ -1,7 +1,7 @@
 +++
-title= "Numbered “Databases” in Valkey 9.0"
+title= "Numbered Databases in Valkey 9.0"
 description = "Valkey 9.0 brings new namespacing abilities to cluster mode. In this blog you'll learn about numbered databases, how they've changed in the recent release, limitations, and how you can use them to efficiently solve a variety of otherwise challenging problems."
-date= 2025-09-10 00:00:00
+date= 2025-09-25 00:00:00
 authors= [ "kyledvs"]
 
 [extra]
@@ -10,7 +10,7 @@ featured_image = "/blog/numbered-databases/images/move-db.drawio.png"
 +++
 
 
-If you explore Valkey’s documentation you might run across a feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. Digging into this feature reveals tantalizing ways to avoid key prefixing, house different workloads together on Valkey, and even perform patterns that are otherwise clunky. However, if you’ve done more research outside of the documentation on numbered databases you might run across a advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
+If you explore Valkey’s documentation you might run across a feature called ‘numbered databases’ which allows you to separate the keyspace into (by default) 16 different databases. Digging into this feature reveals tantalizing ways to avoid key prefixing, house different workloads together on Valkey, and even perform patterns that are otherwise clunky. However, if you’ve done more research outside of the documentation on numbered databases you find advice like “don’t use them,” “they don’t scale,” and “they’re a bad idea.” Well, the forthcoming Valkey 9.0 changes many things with numbered databases and you’ll see in this post that advice definitely needs some updating.
 
 Today, a common way to conceptualize Valkey is that your keys represent a unique name for pointers to data in memory across a cluster of nodes. So, key `foo`  is unique and deterministically linked to a specific node and on that node there is a memory address where the value resides. However, this misses one important detail: the database number. The reality is that key names belong to a specific numbered database and *aren’t unique* on a given instance of Valkey. To put this another way, Valkey can have the key `foo` as many times as there are numbered databases with each one pointing to different data.
 
@@ -43,11 +43,9 @@ OK
 
 Here the key `somekey` was set to two different values: ‘hi’ on database 0, and ‘hello’ on database 5, with `SELECT` altering the selected database. `CLUSTER KEYSLOT` was called twice: each one yielding the same slot number meaning this key will be assigned to the same node in the cluster, no matter which database is selected.
 
-## What are numbered databases and limits
+## Limitations
 
-If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**. Consequently, they do not provide any form of resource isolation. It's tempting to point a bunch of applications to a single Valkey cluster with each application taking it's own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. If you're worried about resource sharing, most of the time you'll be better off just having distinct clusters for each application instead of numbered databases.
-
-Likewise, numbered databases also do not change the properties of how a Valkey cluster works. The keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
+Numbered databases do not change the properties of how a Valkey cluster works. The keyspace of each database is still split amongst all the nodes. As a consequence, operations that need to span the entire keyspace will to be run on each node:
 
 * [`FLUSHDB`](https://valkey.io/commands/flushdb/) will flush the keys in the current database *on the connected node*
 * [`SCAN`](https://valkey.io/commands/scan/) will iteratively return keys in the current database *on the connected node.*
@@ -55,8 +53,12 @@ Likewise, numbered databases also do not change the properties of how a Valkey c
 
 You get the picture: if a command previously said it did something for the entire database, in cluster mode it really means for the connected node’s portion of the database. These are especially important to understand if you're planning to move an application built for non-clustered, numbered databases to a cluster.
 
+Additionally, numbered databases do not provide any form of resource isolation. It's tempting to point a bunch of applications to a single Valkey cluster with each application taking its own database. While this certainly *can* work, it works without resource isolation and this setup can suffer from classic noisy neighbour problems: busy applications will affect the others using the same cluster. If you're worried about resource sharing, most of the time you'll be better off just having distinct clusters for each application instead of numbered databases.
+
 ## Where to use numbered databases
 
+If you take away one thing from this blog it should be this: **numbered databases are a form of namespacing**.
+
 The most straight forward use case of numbered databases is when you need to separate your data logically and you can tolerate the effects of resource sharing (see above). This might be something like keeping customer data separated from one another or combining applications on to a single cluster when resources are unlikely to be an issue. In a similar manner, multiple databases are a useful debugging tool. When you’re building an application it can be difficult to see what happens inside Valkey when you make a change. If you have multiple databases you can run your original code on one database and the changed version on a different database then you can more easily see changes in how data looks in Valkey by just the connection swapping between databases. This is also a useful pattern during a migration when you want your old data to stick around while your new data is populated.
 
 An entirely different use of numbered databases is related to the [`MOVE`](https://valkey.io/commands/move/) command. `MOVE` allows you to change a key from one database to another *without copying the data,* meaning it uses very little resources and it’s an `O(1)` operation. This allows a couple of things: 1) you can effectively make data inaccessible from a database whilst keeping it on the same cluster node, and 2) you can replace a complex key atomically.
@@ -83,7 +85,7 @@ Aside from the aforementioned lack of resource isolation, numbered databases in
 Finally, while numbered databases are well supported in client libraries there are rough edges:
 
 * Some client libraries artificially restrict usage to a single database in cluster mode,
-* Pooled clients may naively manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
+* Pooled clients may naïvely manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
 
 In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
 

From 637a6e91e0392b7e8fc93db047468facff4bac99 Mon Sep 17 00:00:00 2001
From: "Kyle J. Davis" <kyledvs@amazon.com>
Date: Thu, 25 Sep 2025 07:33:15 -0600
Subject: [PATCH 13/13] Update
 content/blog/2025-09-25-numbered-databases/index.md

Co-authored-by: Ran Shidlansik <ranshid@amazon.com>
Signed-off-by: Kyle J. Davis <kyledvs@amazon.com>
---
 content/blog/2025-09-25-numbered-databases/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2025-09-25-numbered-databases/index.md b/content/blog/2025-09-25-numbered-databases/index.md
index 5b5d6a30..e4be79e8 100644
--- a/content/blog/2025-09-25-numbered-databases/index.md
+++ b/content/blog/2025-09-25-numbered-databases/index.md
@@ -87,6 +87,6 @@ Finally, while numbered databases are well supported in client libraries there a
 * Some client libraries artificially restrict usage to a single database in cluster mode,
 * Pooled clients may naïvely manage the selected database, so a client returned to the pool after running `SELECT` might retain the database number in subsequent usage. A similar situation is possible for multiplexed clients.
 
-In general, watch out for three assumptions: 1) the selected database is always 0, 2) their is only one database in cluster mode, and 3) if there is multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
+In general, watch out for three assumptions: 1) the selected database is always 0, 2) there is only one database in cluster mode, and 3) if there are multiple databases in use it isn’t in cluster mode. None of these are true in Valkey 9.0.
 
 With this in mind, Valkey 9.0 gives you the ability to divvy up that keyspace into nice neat numbered databases and spread them out over a whatever cluster you have. So, get rid of that old, outdated advice and start using them, seeing how they scale, and what a good idea number databases actually are for Valkey 9.0.