Unexpected data when subscribing to logical replication slot

Started by Daniel McKenziealmost 2 years ago11 messagesgeneral
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#1Daniel McKenzie
daniel.mckenzie@curvedental.com

We have a .NET application which subscribes to a logical replication slot
using wal2json. The purpose of the application is to publish events to AWS
SQS. We are required to first "enrich" these events by querying the
database.

We have found that these queries will often find old data (i.e. the data
that existed prior to the update) which is unexpected.

For example, when I use a psql terminal to update a user's last name from
"Jones" to "Smith" then I would expect the enrichment query to find "Smith"
but it will sometimes still find "Jones". It finds the old data perhaps 1
in 50 times.

To reproduce this I use a psql terminal to execute an update statement
which changes a user's last name with \watch 1.5 and monitor our
application logs for cases where the wal2json output and the enrichment
query output have different last names.

We have compared transaction ids by adding include-xids to pg_recvlogical
and adding txid_current() to to the enrich query and the txid_current() is
always the xid + 1.

We have found two things that appear to resolve the problem -

- Using a more powerful EC2 instance. We can reproduce the issue with a
r7a.medium instance but not with a r7a.large EC2 instance.
- Changing the Postgres synchronous_commit parameter from "on" to "off".
We cannot reproduce the issue with synchronous_commit set to "off".

We need help to understand this unexpected behaviour.

We are using Postgres 14.10.

Thanks,
Daniel McKenzie

#2Tomas Vondra
tomas.vondra@2ndquadrant.com
In reply to: Daniel McKenzie (#1)
Re: Unexpected data when subscribing to logical replication slot

Hi,

On 5/8/24 11:17, Daniel McKenzie wrote:

We have a .NET application which subscribes to a logical replication slot
using wal2json. The purpose of the application is to publish events to AWS
SQS. We are required to first "enrich" these events by querying the
database.

We have found that these queries will often find old data (i.e. the data
that existed prior to the update) which is unexpected.

For example, when I use a psql terminal to update a user's last name from
"Jones" to "Smith" then I would expect the enrichment query to find "Smith"
but it will sometimes still find "Jones". It finds the old data perhaps 1
in 50 times.

To reproduce this I use a psql terminal to execute an update statement
which changes a user's last name with \watch 1.5 and monitor our
application logs for cases where the wal2json output and the enrichment
query output have different last names.

Where/how does the enrichment query run? How does the whole process look
like? I guess an application is receiving decoded changes as JSON, and
then querying the database?

We have compared transaction ids by adding include-xids to pg_recvlogical
and adding txid_current() to to the enrich query and the txid_current() is
always the xid + 1.

We have found two things that appear to resolve the problem -

- Using a more powerful EC2 instance. We can reproduce the issue with a
r7a.medium instance but not with a r7a.large EC2 instance.
- Changing the Postgres synchronous_commit parameter from "on" to "off".
We cannot reproduce the issue with synchronous_commit set to "off".

We need help to understand this unexpected behaviour.

Would be good to have some sort of reproducer - ideally a script that
sets up an instance + replication, and demonstrates the issue. Or at
least a sufficiently detailed steps to reproduce it without having to
guess what exactly you did.

regards

--
Tomas Vondra
EnterpriseDB: http://www.enterprisedb.com
The Enterprise PostgreSQL Company

#3Adrian Klaver
adrian.klaver@aklaver.com
In reply to: Daniel McKenzie (#1)
Re: Unexpected data when subscribing to logical replication slot

We have found two things that appear to resolve the problem -

* Using a more powerful EC2 instance. We can reproduce the issue with
a r7a.medium instance but not with a r7a.large EC2 instance.
* Changing the Postgres synchronous_commit parameter from "on" to
"off". We cannot reproduce the issue with synchronous_commit set to
"off".

What is running on the EC2 instance?:

1) The Postgres server.

2) The replication receiver.

3) Both.

We need help to understand this unexpected behaviour.

We are using Postgres 14.10.

Thanks,
Daniel McKenzie

--
Adrian Klaver
adrian.klaver@aklaver.com

#4Daniel McKenzie
daniel.mckenzie@curvedental.com
In reply to: Adrian Klaver (#3)
Re: Unexpected data when subscribing to logical replication slot

It's running both (in docker containers) and also quite a few more docker
containers running various .NET applications.

Daniel McKenzie
Software Developer

Office: +1 403.910.5927 x 251
Mobile: +44 7712 159045
Website: www.curvedental.com

*Curve Dental Confidentiality Notice*
This message is intended exclusively for the individual or entity to which
it is addressed. This communication may contain information that is
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disclosure. If you are not the named addressee, you are not authorized to
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On Wed, May 8, 2024 at 4:17 PM Adrian Klaver <adrian.klaver@aklaver.com>
wrote:

Show quoted text

We have found two things that appear to resolve the problem -

* Using a more powerful EC2 instance. We can reproduce the issue with
a r7a.medium instance but not with a r7a.large EC2 instance.
* Changing the Postgres synchronous_commit parameter from "on" to
"off". We cannot reproduce the issue with synchronous_commit set to
"off".

What is running on the EC2 instance?:

1) The Postgres server.

2) The replication receiver.

3) Both.

We need help to understand this unexpected behaviour.

We are using Postgres 14.10.

Thanks,
Daniel McKenzie

--
Adrian Klaver
adrian.klaver@aklaver.com

#5Adrian Klaver
adrian.klaver@aklaver.com
In reply to: Daniel McKenzie (#4)
Re: Unexpected data when subscribing to logical replication slot

On 5/8/24 08:24, Daniel McKenzie wrote:

It's running both (in docker containers) and also quite a few more
docker containers running various .NET applications.

I think what you found is that the r7a.medium instance is not capable
enough to do all that it is asked without introducing lag under load.
Answering the questions posed by Tomas Vondra would help get to the
actual cause of the lag.

In meantime my suspicion is this part:

"For example, when I use a psql terminal to update a user's last name
from "Jones" to "Smith" then I would expect the enrichment query to find
"Smith" but it will sometimes still find "Jones". It finds the old data
perhaps 1 in 50 times."

If this is being run against the Postgres server my guess is that
synchronous_commit=on is causing the commit on the server to wait for
the WAL records to be flushed to disk and this is not happening in a
timely manner in the '... 1 in 50 times' you mention. In that case you
see the old values not the new committed values. This seems to be
confirmed when you set synchronous_commit=off and don't see old values.
For completeness per:

https://www.postgresql.org/docs/current/wal-async-commit.html

"However, for short transactions this delay is a major component of the
total transaction time. Selecting asynchronous commit mode means that
the server returns success as soon as the transaction is logically
completed, before the WAL records it generated have actually made their
way to disk. This can provide a significant boost in throughput for
small transactions.

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed (that is, it is
guaranteed not to be lost if the server crashes). ...
"

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#6Daniel McKenzie
daniel.mckenzie@curvedental.com
In reply to: Adrian Klaver (#5)
Re: Unexpected data when subscribing to logical replication slot

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed.

The documentation speaks about synchronous_commit changing how transactions
change behaviour for the client. So in this case, my psql terminal is the
client, and I would expect a faster commit (from its perspective) and then
a period of risk (as a process usually done as part of the commit is now
being done in the background) but it's not clear how that affects a
replication slot subscriber.

What we're struggling to understand is: why are we seeing any updates in
the replication slot before they have been "truly committed"?

There appears to be a state of limbo between updating data and that data
being available to query (and our subscriber is picking up changes in this
period of time) but I can't pin down any documentation which describes it.

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just so
happens that the hardware is fast enough to process the transaction before
the .NET application can react to replication slot changes.

Daniel McKenzie
Software Developer

Office: +1 403.910.5927 x 251
Mobile: +44 7712 159045
Website: www.curvedental.com

*Curve Dental Confidentiality Notice*
This message is intended exclusively for the individual or entity to which
it is addressed. This communication may contain information that is
proprietary, privileged, confidential, or otherwise legally exempt from
disclosure. If you are not the named addressee, you are not authorized to
read, print, retain, copy, or disseminate this message or any part of it.
If you have received this message in error, please notify the sender
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On Wed, May 8, 2024 at 5:28 PM Adrian Klaver <adrian.klaver@aklaver.com>
wrote:

Show quoted text

On 5/8/24 08:24, Daniel McKenzie wrote:

It's running both (in docker containers) and also quite a few more
docker containers running various .NET applications.

I think what you found is that the r7a.medium instance is not capable
enough to do all that it is asked without introducing lag under load.
Answering the questions posed by Tomas Vondra would help get to the
actual cause of the lag.

In meantime my suspicion is this part:

"For example, when I use a psql terminal to update a user's last name
from "Jones" to "Smith" then I would expect the enrichment query to find
"Smith" but it will sometimes still find "Jones". It finds the old data
perhaps 1 in 50 times."

If this is being run against the Postgres server my guess is that
synchronous_commit=on is causing the commit on the server to wait for
the WAL records to be flushed to disk and this is not happening in a
timely manner in the '... 1 in 50 times' you mention. In that case you
see the old values not the new committed values. This seems to be
confirmed when you set synchronous_commit=off and don't see old values.
For completeness per:

https://www.postgresql.org/docs/current/wal-async-commit.html

"However, for short transactions this delay is a major component of the
total transaction time. Selecting asynchronous commit mode means that
the server returns success as soon as the transaction is logically
completed, before the WAL records it generated have actually made their
way to disk. This can provide a significant boost in throughput for
small transactions.

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed (that is, it is
guaranteed not to be lost if the server crashes). ...
"

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#7Adrian Klaver
adrian.klaver@aklaver.com
In reply to: Daniel McKenzie (#6)
Re: Unexpected data when subscribing to logical replication slot

On 5/9/24 00:32, Daniel McKenzie wrote:

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed.

To get anywhere with this issue you will need to provide the information
Tomas Vondra requested upstream:

"
Where/how does the enrichment query run? How does the whole process look
like? I guess an application is receiving decoded changes as JSON, and
then querying the database?
"

and

"
Would be good to have some sort of reproducer - ideally a script that
sets up an instance + replication, and demonstrates the issue. Or at
least a sufficiently detailed steps to reproduce it without having to
guess what exactly you did.
"

The documentation speaks about synchronous_commit changing how
transactions change behaviour for the client. So in this case, my psql
terminal is the client, and I would expect a faster commit (from its
perspective) and then a period of risk (as a process usually done as
part of the commit is now being done in the background) but it's not
clear how that affects a replication slot subscriber.

What we're struggling to understand is: why are we seeing any updates in
the replication slot before they have been "truly committed"?

From:

https://www.postgresql.org/docs/current/wal-async-commit.html

"As described in the previous section, transaction commit is normally
synchronous: the server waits for the transaction's WAL records to be
flushed to permanent storage before returning a success indication to
the client. The client is therefore guaranteed that a transaction
reported to be committed will be preserved, even in the event of a
server crash immediately after. However, for short transactions this
delay is a major component of the total transaction time. Selecting
asynchronous commit mode means that the server returns success as soon
as the transaction is logically completed, before the WAL records it
generated have actually made their way to disk. This can provide a
significant boost in throughput for small transactions."

It is about the state of the WAL record, in synchronous_commit=on the
commit will not happen on the server and be seen by the client until the
WAL record has been recorded as saved to disk. For
synchronous_commit=off the commit happens as soon as COMMIT is reached
in the transaction and the WAL record save happens after that.

I don't use wal2json so I don't know how it deals with the above.

There appears to be a state of limbo between updating data and that data
being available to query (and our subscriber is picking up changes in
this period of time) but I can't pin down any documentation which
describes it.

The answer awaits a the full description of the process requested by
Tomas Vondra.

Best guess, the fact that synchronous_commit=off 'cures' it implies that
in synchronous_commit=on mode you are picking up data on the receiving
and sending end at different points in '... the server waits for the
transaction's WAL records to be flushed to permanent storage before
returning a success indication to the client.'

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just

I would not say "...perhaps 1 in 50 times" is massive.

so happens that the hardware is fast enough to process the transaction
before the .NET application can react to replication slot changes.

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#8Torsten Förtsch
tfoertsch123@gmail.com
In reply to: Daniel McKenzie (#6)
Re: Unexpected data when subscribing to logical replication slot

I would not find this behavior surprising in particular if you have a
synchronous replica. According to the documentation of synchronous_commit:

The local behavior of all non-off modes is to wait for local flush of
WAL to disk.

This is when the logical decoder sees the item. But that does not mean the
change is visible to other transactions in the MVCC sense. So, if wal2json
and the rest of your stuff is fast enough, then the enrichment query may
very well read old data.

A transaction being committed means all the WAL has been written (and
usually synced) to disk including the bit in the pg_xact directory.

On Thu, May 9, 2024 at 9:32 AM Daniel McKenzie <
daniel.mckenzie@curvedental.com> wrote:

Show quoted text

Asynchronous commit introduces the risk of data loss. There is a short

time window between the report of transaction completion to the client
and the time that the transaction is truly committed.

The documentation speaks about synchronous_commit changing how
transactions change behaviour for the client. So in this case, my psql
terminal is the client, and I would expect a faster commit (from its
perspective) and then a period of risk (as a process usually done as part
of the commit is now being done in the background) but it's not clear how
that affects a replication slot subscriber.

What we're struggling to understand is: why are we seeing any updates in
the replication slot before they have been "truly committed"?

There appears to be a state of limbo between updating data and that data
being available to query (and our subscriber is picking up changes in this
period of time) but I can't pin down any documentation which describes it.

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just so
happens that the hardware is fast enough to process the transaction before
the .NET application can react to replication slot changes.

Daniel McKenzie
Software Developer

Office: +1 403.910.5927 x 251
Mobile: +44 7712 159045
Website: www.curvedental.com

*Curve Dental Confidentiality Notice*
This message is intended exclusively for the individual or entity to which
it is addressed. This communication may contain information that is
proprietary, privileged, confidential, or otherwise legally exempt from
disclosure. If you are not the named addressee, you are not authorized to
read, print, retain, copy, or disseminate this message or any part of it.
If you have received this message in error, please notify the sender
immediately by replying to this e-mail and delete all copies of this
message.

On Wed, May 8, 2024 at 5:28 PM Adrian Klaver <adrian.klaver@aklaver.com>
wrote:

On 5/8/24 08:24, Daniel McKenzie wrote:

It's running both (in docker containers) and also quite a few more
docker containers running various .NET applications.

I think what you found is that the r7a.medium instance is not capable
enough to do all that it is asked without introducing lag under load.
Answering the questions posed by Tomas Vondra would help get to the
actual cause of the lag.

In meantime my suspicion is this part:

"For example, when I use a psql terminal to update a user's last name
from "Jones" to "Smith" then I would expect the enrichment query to find
"Smith" but it will sometimes still find "Jones". It finds the old data
perhaps 1 in 50 times."

If this is being run against the Postgres server my guess is that
synchronous_commit=on is causing the commit on the server to wait for
the WAL records to be flushed to disk and this is not happening in a
timely manner in the '... 1 in 50 times' you mention. In that case you
see the old values not the new committed values. This seems to be
confirmed when you set synchronous_commit=off and don't see old values.
For completeness per:

https://www.postgresql.org/docs/current/wal-async-commit.html

"However, for short transactions this delay is a major component of the
total transaction time. Selecting asynchronous commit mode means that
the server returns success as soon as the transaction is logically
completed, before the WAL records it generated have actually made their
way to disk. This can provide a significant boost in throughput for
small transactions.

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed (that is, it is
guaranteed not to be lost if the server crashes). ...
"

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#9Torsten Förtsch
tfoertsch123@gmail.com
In reply to: Torsten Förtsch (#8)
Re: Unexpected data when subscribing to logical replication slot

Sorry, to correct myself. The pg_xact bit is written with the next
checkpoint. But the COMMIT record in the WAL is there.

On Thu, May 9, 2024 at 5:14 PM Torsten Förtsch <tfoertsch123@gmail.com>
wrote:

Show quoted text

I would not find this behavior surprising in particular if you have a
synchronous replica. According to the documentation of synchronous_commit:

The local behavior of all non-off modes is to wait for local flush of
WAL to disk.

This is when the logical decoder sees the item. But that does not mean the
change is visible to other transactions in the MVCC sense. So, if wal2json
and the rest of your stuff is fast enough, then the enrichment query may
very well read old data.

A transaction being committed means all the WAL has been written (and
usually synced) to disk including the bit in the pg_xact directory.

On Thu, May 9, 2024 at 9:32 AM Daniel McKenzie <
daniel.mckenzie@curvedental.com> wrote:

Asynchronous commit introduces the risk of data loss. There is a short

time window between the report of transaction completion to the client
and the time that the transaction is truly committed.

The documentation speaks about synchronous_commit changing how
transactions change behaviour for the client. So in this case, my psql
terminal is the client, and I would expect a faster commit (from its
perspective) and then a period of risk (as a process usually done as part
of the commit is now being done in the background) but it's not clear how
that affects a replication slot subscriber.

What we're struggling to understand is: why are we seeing any updates in
the replication slot before they have been "truly committed"?

There appears to be a state of limbo between updating data and that data
being available to query (and our subscriber is picking up changes in this
period of time) but I can't pin down any documentation which describes it.

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just so
happens that the hardware is fast enough to process the transaction before
the .NET application can react to replication slot changes.

Daniel McKenzie
Software Developer

Office: +1 403.910.5927 x 251
Mobile: +44 7712 159045
Website: www.curvedental.com

*Curve Dental Confidentiality Notice*
This message is intended exclusively for the individual or entity to
which it is addressed. This communication may contain information that
is proprietary, privileged, confidential, or otherwise legally exempt from
disclosure. If you are not the named addressee, you are not authorized
to read, print, retain, copy, or disseminate this message or any part of
it. If you have received this message in error, please notify the sender
immediately by replying to this e-mail and delete all copies of this
message.

On Wed, May 8, 2024 at 5:28 PM Adrian Klaver <adrian.klaver@aklaver.com>
wrote:

On 5/8/24 08:24, Daniel McKenzie wrote:

It's running both (in docker containers) and also quite a few more
docker containers running various .NET applications.

I think what you found is that the r7a.medium instance is not capable
enough to do all that it is asked without introducing lag under load.
Answering the questions posed by Tomas Vondra would help get to the
actual cause of the lag.

In meantime my suspicion is this part:

"For example, when I use a psql terminal to update a user's last name
from "Jones" to "Smith" then I would expect the enrichment query to find
"Smith" but it will sometimes still find "Jones". It finds the old data
perhaps 1 in 50 times."

If this is being run against the Postgres server my guess is that
synchronous_commit=on is causing the commit on the server to wait for
the WAL records to be flushed to disk and this is not happening in a
timely manner in the '... 1 in 50 times' you mention. In that case you
see the old values not the new committed values. This seems to be
confirmed when you set synchronous_commit=off and don't see old values.
For completeness per:

https://www.postgresql.org/docs/current/wal-async-commit.html

"However, for short transactions this delay is a major component of the
total transaction time. Selecting asynchronous commit mode means that
the server returns success as soon as the transaction is logically
completed, before the WAL records it generated have actually made their
way to disk. This can provide a significant boost in throughput for
small transactions.

Asynchronous commit introduces the risk of data loss. There is a short
time window between the report of transaction completion to the client
and the time that the transaction is truly committed (that is, it is
guaranteed not to be lost if the server crashes). ...
"

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#10Adrian Klaver
adrian.klaver@aklaver.com
In reply to: Daniel McKenzie (#6)
Re: Unexpected data when subscribing to logical replication slot

On 5/9/24 00:32, Daniel McKenzie wrote:

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just
so happens that the hardware is fast enough to process the transaction
before the .NET application can react to replication slot changes.

On broad scale I'm going to say that over 'for years' there has been an
increase in load on the Postgres server as well as the I/0 system of the
machine it is running on. What you are seeing now is the canary in the
mine giving you the heads up that more trouble lies ahead as the
hardware and software is reaching load limits.

On finer scale my guess is that the following is happening when
synchronous_commit = on:

1) Postgres session #1 does data change.

2) This is replicated out and picked up by wal2json, which sees the new
data.

3) The Postgres server waits for the confirmation that the WAL record
has been written out to disk. Upon confirmation it commits on the
server. This is the part that I am not sure of in relation to wal2json.

4) Postgres session #2 queries the database for the record. In the case
where 3) has not completed it sees the old values as the data change in
session #1 has not committed and therefore the new values are not seen
by other sessions.

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com

#11Daniel McKenzie
daniel.mckenzie@curvedental.com
In reply to: Adrian Klaver (#10)
Re: Unexpected data when subscribing to logical replication slot

Thank you all for your input.

We have solved the problem by -

1. Configuring wal2json to include xids
<https://github.com/eulerto/wal2json/blob/master/README.md&gt;.
2. Updating our enrichment queries to return the xmin
<https://www.postgresql.org/docs/9.1/ddl-system-columns.html&gt;.
3. Retrying our enrichment queries after a brief sleep if xmin < xid.

This seems to be working very well so far.

Daniel McKenzie
Software Developer

Office: +1 403.910.5927 x 251
Mobile: +44 7712 159045
Website: www.curvedental.com

*Curve Dental Confidentiality Notice*
This message is intended exclusively for the individual or entity to which
it is addressed. This communication may contain information that is
proprietary, privileged, confidential, or otherwise legally exempt from
disclosure. If you are not the named addressee, you are not authorized to
read, print, retain, copy, or disseminate this message or any part of it.
If you have received this message in error, please notify the sender
immediately by replying to this e-mail and delete all copies of this
message.

On Thu, May 9, 2024 at 5:45 PM Adrian Klaver <adrian.klaver@aklaver.com>
wrote:

Show quoted text

On 5/9/24 00:32, Daniel McKenzie wrote:

We've had this running in live now for years without a hiccup so we are
surprised to learn that we have this massive race condition and it just
so happens that the hardware is fast enough to process the transaction
before the .NET application can react to replication slot changes.

On broad scale I'm going to say that over 'for years' there has been an
increase in load on the Postgres server as well as the I/0 system of the
machine it is running on. What you are seeing now is the canary in the
mine giving you the heads up that more trouble lies ahead as the
hardware and software is reaching load limits.

On finer scale my guess is that the following is happening when
synchronous_commit = on:

1) Postgres session #1 does data change.

2) This is replicated out and picked up by wal2json, which sees the new
data.

3) The Postgres server waits for the confirmation that the WAL record
has been written out to disk. Upon confirmation it commits on the
server. This is the part that I am not sure of in relation to wal2json.

4) Postgres session #2 queries the database for the record. In the case
where 3) has not completed it sees the old values as the data change in
session #1 has not committed and therefore the new values are not seen
by other sessions.

Daniel McKenzie
Software Developer

--
Adrian Klaver
adrian.klaver@aklaver.com