Hi Yufei,

Using one datasource for now sounds reasonable to me.

Cheers,
Dmitri.

On Wed, Feb 25, 2026 at 3:37 PM Yufei Gu <[email protected]> wrote:

> Thanks a lot Anand and Dmitri for working on this!
>
> Supporting multiple data sources introduces significant complexity as I
> recorded in this issue, https://github.com/apache/polaris/issues/3890. It
> requires a well-thought-out design before we commit to it. I'd propose to
> leave it now and move forward with the single data source as the initial
> step. WDYT?
>
> Yufei
>
>
> On Tue, Feb 24, 2026 at 12:17 PM Anand Kumar Sankaran via dev <
> [email protected]> wrote:
>
> > Hi Dmitri
> >
> > Thanks for all your support again.
> >
> > I talked to Yufei and I have addressed his review feedback in this
> commit.
> >
> https://github.com/apache/polaris/pull/3385/changes/9e3d4d0f409720ab4005db176190ebde29a9d2b6
> >
> > Yufei and Prashant - can you please review these changes?  Dmitri has
> > already reviewed the PR and approved.
> >
> > -
> > Anand
> >
> > From: Dmitri Bourlatchkov <[email protected]>
> > Date: Tuesday, February 24, 2026 at 10:38 AM
> > To: [email protected] <[email protected]>
> > Cc: Anand Kumar Sankaran <[email protected]>
> > Subject: Re: Polaris Telemetry and Audit Trail
> >
> > This Message Is From an External Sender
> > This message came from outside your organization.
> > Report Suspicious<
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> > >
> >
> > Hi Yufei,
> >
> > I see that you propose a different approach to schema evolution for
> > metrics in GH [1]
> >
> > Please share your view of this in light of the previous discussion
> > regarding combining the metrics persistence with different metastore
> > persistence options. It would be good to sync up on this email thread
> since
> > GH comments tend to be hidden on long PRs and not all readers may be able
> > to easily find them.
> >
> > [1] https://github.com/apache/polaris/pull/3385#issuecomment-3953906091<
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385*issuecomment-3953906091__;Iw!!Iz9xO38YGHZK!-KOwW_42EOhdoNvlXd2GvBD6Z7u_HteBuHkQAow0Z11eX9-Q5LAWMr02rP-8OE8VlcwlG4hSnLKT8_s2eg$
> > >
> >
> > Thanks,
> > Dmitri.
> >
> > On Thu, Feb 5, 2026 at 3:47 PM Anand Kumar Sankaran via dev <
> > [email protected]<mailto:[email protected]>> wrote:
> > Hi Dmitri
> >
> > The SPI is designed to be pluggable via
> > MetaStoreManagerFactory.getOrCreateMetricsPersistence()<
> >
> https://github.com/apache/polaris/pull/3385/changes#diff-0e34667d083d30cace067936b87c736201e5a8cb001aa0b12e203ee52cddae99R51
> > <
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385/changes*diff-0e34667d083d30cace067936b87c736201e5a8cb001aa0b12e203ee52cddae99R51__;Iw!!Iz9xO38YGHZK!-KOwW_42EOhdoNvlXd2GvBD6Z7u_HteBuHkQAow0Z11eX9-Q5LAWMr02rP-8OE8VlcwlG4hSnLKXRU26ZA$
> >>.
> > The default returns MetricsPersistence.NOOP, and only JDBC with schema
> v4+
> > returns a functional implementation.
> >
> >  Your proposal makes sense to me. To allow NoSQL Entity Persistence +
> JDBC
> > Metrics Persistence would require:
> >
> >      1. Separate metrics schema files (e.g., metrics-schema-v1.sql) that
> > can be bootstrapped independently
> >      2. Separate datasource configuration for metrics (e.g.,
> > polaris.metrics.jdbc.*)
> >      3. A dedicated `MetricsPersistenceFactory` interface (separate from
> > MetaStoreManagerFactory)
> >      4. Updates to the Admin Tool bootstrap workflow to handle both
> schemas
> >
> > Does that sound reasonable?  If we do this, all this work should go into
> > https://github.com/apache/polaris/pull/3523<
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3523__;!!Iz9xO38YGHZK!-KOwW_42EOhdoNvlXd2GvBD6Z7u_HteBuHkQAow0Z11eX9-Q5LAWMr02rP-8OE8VlcwlG4hSnLIg5ApDFA$
> >
> > as one atomic commit, correct?
> >
> > —
> > Anand
> >
> >
> >
> > From: Dmitri Bourlatchkov <[email protected]<mailto:[email protected]>>
> > Date: Thursday, February 5, 2026 at 8:28 AM
> > To: Anand Kumar Sankaran <[email protected]<mailto:
> > [email protected]>>
> > Cc: [email protected]<mailto:[email protected]> <
> > [email protected]<mailto:[email protected]>>
> > Subject: Re: Polaris Telemetry and Audit Trail
> >
> > This Message Is From an External Sender
> > This message came from outside your organization.
> > Report Suspicious<
> >
> https://us-phishalarm-ewt.proofpoint.com/EWT/v1/Iz9xO38YGHZK!YhNDZAGr2cumbRcPlIOttKwvGr4f38TF-J2-LmOw8H1KsFpWaM3W5g28Oq5qW2gnw2-WHz0rsWhm7F7hSGykA9l01LKYGuCcCkexkHp1sUssM_IegCtjk_id9s891orv$
> > >
> >
> >
> > Hi Anand,
> >
> > Thanks for driving the SPI definition for scan/commits metrics.
> >
> > I did not think from this angle before, but now I suppose it might be
> worth
> > introducing a separate SQL schema for metrics, detached from the main
> JDBC
> > Persistence schema.
> >
> > My rationale is that the SPI may be exercised independently of the JDBC
> > Entity Persistence. I can imagine people using NoSQL Entity Persistence
> > plus JDBC Scan Metrics Persistence in the same deployment.
> >
> > Using a separate schema will add further work on the Bootstrap workflow
> > (Admin Tool), but I hope the end result is going to be more convenient
> and
> > versatile for end users.
> >
> > WDYT?
> >
> > Thanks,
> > Dmitri.
> >
> > On Thu, Jan 29, 2026 at 1:49 PM Anand Kumar Sankaran <
> > [email protected]<mailto:[email protected]>> wrote:
> >
> > > Hi Dmitri,
> > >
> > > Thank you for taking the time to review. I had pulled out the schema in
> > > its own PR (based on comments) here:
> > >
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3523__;!!Iz9xO38YGHZK!65BVFQDe_GtKbDW8LkNdzVS-WYewzWsSns5zFHKclbMU3vUy2UaTXLB5G-wql1yyqoTFyDc9Bt3GRsh6AA$
> > >
> > > I will update the document with the SPI and carve out another PR that
> > > focuses on the SPI.
> > >
> > > —
> > > Anand
> > >
> > > *From: *Dmitri Bourlatchkov <[email protected]<mailto:
> > [email protected]>>
> > > *Date: *Thursday, January 29, 2026 at 10:43 AM
> > > *To: *[email protected]<mailto:[email protected]> <
> > [email protected]<mailto:[email protected]>>
> > > *Cc: *Anand Kumar Sankaran <[email protected]<mailto:
> > [email protected]>>
> > > *Subject: *Re: Polaris Telemetry and Audit Trail
> > >
> > > This Message Is From an External Sender
> > > This message came from outside your organization.
> > > Report Suspicious
> > > <
> >
> https://us-phishalarm-ewt.proofpoint.com/EWT/v1/Iz9xO38YGHZK!YhNDZAGr2cumY1cAlUeoPrU2eNUPz9Wxq2PaG1t99vEN3v60gucxC3Qsk-xK09RndcW46WtNjMMjQZbaQ495h1D1g293F_uqLhPM8gDMlA6xRmo5b5uqrSh2v7QKHrhQ$
> > >
> > >
> > > Hi Anand,
> > >
> > > Thanks for making a proposal doc and starting this thread. Apologies
> for
> > > late comments.
> > >
> > > As you know I already reviewed a couple of related PRs, which had a
> > > smaller impact on the codebase, but now, I believe, we're coming to the
> > > core of this feature and it might need a deeper discussion.
> > >
> > > For the sake of awareness of other project members, I'd like to
> > > highlight some aspects by email.
> > >
> > > * Storing scan metrics in RDBMS in general looks like a
> > > reasonable approach to me. However, Polaris Persistence is an
> extensible
> > > mechanism. Other backends are possible, including privately developed
> > > backends.
> > >
> > > From this POV, I believe it might be preferable to start not with an
> > RDBMS
> > > schema, but with a java SPI outlining expected read/write operations
> and
> > > the data model. This will make it easier to assess impact on other
> > > Persistence implementations. Naturally, Polaris service code will have
> to
> > > be able to work seamlessly regardless of the backend impl. (including
> the
> > > do-nothing impl.).
> > >
> > > I see that some connection between the SQL schema and java code is made
> > in
> > > PR [3385], but it does not appear to offer a clean SPI that could be
> > > implemented by different Persistence backends. Would it be ok from your
> > > perspective to make another PR with just SPI code?
> > >
> > > * Regarding ad-hoc SQL queries - it is certainly a valid use case for
> > > custom code to query the Polaris database directly. However, those
> ad-hoc
> > > queries may require certain indexes, which may not have a relevant use
> > case
> > > in OSS code. In that case, I believe it would be preferable to manage
> the
> > > extra indexes in custom code (not in Polaris). Whether this is the case
> > or
> > > not currently, I cannot say with certainty, so apologies if this is a
> > false
> > > alarm... Having the java SPI available would be a huge aid to reasoning
> > > about the proposed SQL schema, I think.
> > >
> > > That said, I do not mean to complicate the development of this feature,
> > > just trying to structure it in a way that is hopefully easy to
> understand
> > > (including myself), maintain and expand later. If I missed something,
> > > please feel free to point it out.
> > >
> > > [3385]
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385__;!!Iz9xO38YGHZK!65BVFQDe_GtKbDW8LkNdzVS-WYewzWsSns5zFHKclbMU3vUy2UaTXLB5G-wql1yyqoTFyDc9Bt2W-eKl7A$
> > > <
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385__;!!Iz9xO38YGHZK!_dbBfwEnZEuPp_8qIuBDoYfWRgCZKiPDMg9ouDltqsHhr9hqCHVlF9IedSkNVBDWupbneU7inC9YK-THL-lTjWkkyZhI0OE$
> > >
> > >
> > >Thanks,
> > > Dmitri.
> > >
> > > On Wed, Jan 14, 2026 at 10:05 PM Anand Kumar Sankaran via dev <
> > > [email protected]<mailto:[email protected]>> wrote:
> > >
> > > Hi Yufei,
> > >
> > > Gave commenting privileges to all.
> > >
> > > Thanks.
> > >
> > > —
> > > Anand
> > >
> > > From: Yufei Gu <[email protected]<mailto:[email protected]>>
> > > Date: Wednesday, January 14, 2026 at 6:13 PM
> > > To: [email protected]<mailto:[email protected]> <
> > [email protected]<mailto:[email protected]>>
> > > Cc: Anand Kumar Sankaran <[email protected]<mailto:
> > [email protected]>>
> > > Subject: Re: Polaris Telemetry and Audit Trail
> > >
> > > This Message Is From an External Sender
> > > This message came from outside your organization.
> > > Report Suspicious<
> > >
> >
> https://us-phishalarm-ewt.proofpoint.com/EWT/v1/Iz9xO38YGHZK!YhNDZABkHi1B6hyPVYUK0T-K5j4Aoqdrlu07UjBpJcpjOsz7Ie7d_DhPl-ywi50dfQz4O6LL-AHLCOQTQ0X7Le8yD2cF0ogquGFB8Aw8uQLgB0RL6Ezpa-pLDPA4ziXA$
> > > >
> > >
> > > Hi Anand, thanks for the design doc and PR. Can you allow comments in
> the
> > > doc so that people can chime in? Thanks!
> > >
> > > Yufei
> > >
> > >
> > > On Sat, Jan 10, 2026 at 9:09 AM Anand Kumar Sankaran via dev <
> > > [email protected]<mailto:[email protected]><mailto:
> > [email protected]<mailto:[email protected]>>> wrote:
> > > Hi all
> > >
> > > My first PR for adding AWS STS Session Tags support for credential
> > vending
> > > was merged.
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3327__;!!Iz9xO38YGHZK!65BVFQDe_GtKbDW8LkNdzVS-WYewzWsSns5zFHKclbMU3vUy2UaTXLB5G-wql1yyqoTFyDc9Bt0YHY9sdA$
> > > <
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3327__;!!Iz9xO38YGHZK!_dbBfwEnZEuPp_8qIuBDoYfWRgCZKiPDMg9ouDltqsHhr9hqCHVlF9IedSkNVBDWupbneU7inC9YK-THL-lTjWkklJ4Xf9Y$
> > >
> > ><
> > >
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3327__;!!Iz9xO38YGHZK!8vlQ2_OqjmZNIpbrTTluFFNKFCEeM87nr95MP5pMpMu5fFWVSoBZ3eb6-C2xbAGCG-ry5eaCO-pFLxl3IZAJGqY$
> > >>
> > >
> > > I have been working with Prashant on an end-to-end telemetry and audit
> > > trail tracking for Polaris.  It is documented here.
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1Ehzvi5RNPs4hChkBFI6VD23myEqm-7sWW3d2kjmuYj8/edit?tab=t.0__;!!Iz9xO38YGHZK!65BVFQDe_GtKbDW8LkNdzVS-WYewzWsSns5zFHKclbMU3vUy2UaTXLB5G-wql1yyqoTFyDc9Bt11Y1rbNQ$
> > > <
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1Ehzvi5RNPs4hChkBFI6VD23myEqm-7sWW3d2kjmuYj8/edit?tab=t.0__;!!Iz9xO38YGHZK!_dbBfwEnZEuPp_8qIuBDoYfWRgCZKiPDMg9ouDltqsHhr9hqCHVlF9IedSkNVBDWupbneU7inC9YK-THL-lTjWkk8MVJPlY$
> > >
> > ><
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1Ehzvi5RNPs4hChkBFI6VD23myEqm-7sWW3d2kjmuYj8/edit?tab=t.0__;!!Iz9xO38YGHZK!8vlQ2_OqjmZNIpbrTTluFFNKFCEeM87nr95MP5pMpMu5fFWVSoBZ3eb6-C2xbAGCG-ry5eaCO-pFLxl3hYqTlcg$
> > >>
> > >
> > > Based on Prashant’s initial feedback (parity with Apache Gravitino for
> > > metrics reports), I have an initial PR here.
> > >
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385__;!!Iz9xO38YGHZK!65BVFQDe_GtKbDW8LkNdzVS-WYewzWsSns5zFHKclbMU3vUy2UaTXLB5G-wql1yyqoTFyDc9Bt2W-eKl7A$
> > > <
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385__;!!Iz9xO38YGHZK!_dbBfwEnZEuPp_8qIuBDoYfWRgCZKiPDMg9ouDltqsHhr9hqCHVlF9IedSkNVBDWupbneU7inC9YK-THL-lTjWkkyZhI0OE$
> > >
> > ><
> > >
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/pull/3385__;!!Iz9xO38YGHZK!8vlQ2_OqjmZNIpbrTTluFFNKFCEeM87nr95MP5pMpMu5fFWVSoBZ3eb6-C2xbAGCG-ry5eaCO-pFLxl39opCznI$
> > >>
> > >
> > > I will be reaching out to various folks for review. I am open to
> breaking
> > > down the PR into smaller logical groups of PR if it helps.
> > >
> > > I request you to look at the Google doc and let me know what you think.
> > >
> > > —
> > > Anand
> > >
> > >
> > >
> > > --
> > > Dmitri Bourlatchkov
> > > Senior Staff Software Engineer, Dremio
> > > Dremio.com
> > > <
> >
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