Hi EJ,

Thanks for the recap / summary!

> Do folks agree that the stable SPI boundary should be
metrics reporting/emitting, not metrics persistence?

SGTM.

> Does an optional Iceberg metrics extension API layer sound like the right
home for this SPI?

How is that different from current PolarisMetricsReporter?

> Should the current durable metrics work be reframed as a durable
JDBC reference implementation of that SPI?

SGTM.

> What is the smallest PR sequence to get there without blocking
the current metrics work unnecessarily?

Let's get https://github.com/apache/polaris/pull/4397 merged first.

Then, I'd propose isolating the Metrics schema from the MetaStore schema.
This will probably have some ripple effect into the bootstrap workflows, so
it's not a trivial change.

Then, let's reassess.

Cheers,
Dmitri.

On Wed, Jun 3, 2026 at 5:40 PM EJ Wang <[email protected]>
wrote:

> Hi folks,
>
> Thanks again for the discussion today. I updated the sync doc with notes
> from the third metrics architecture sync:
>
>
> https://docs.google.com/document/d/100h7c4damrUzVuquYbBHM0EvA4LSWuW2IT2dN_7nYVA/edit?tab=t.k96s2xyqr5u1
>
> A few highlights from today’s discussion:
>
>    - We clarified that Iceberg metrics reporting can be interpreted either
>    as sync or async handling from Polaris’s perspective, so Polaris should
>    stay flexible as a platform instead of baking one handling model into
> the
>    REST API behavior.
>    - We aligned that the built-in (battery) behavior for metrics emitting
>    can stay simple: no-op/log-only is enough as the default.
>    - Durable metrics persistence should be treated as an implementation of
>    the metrics reporting path, not as the core SPI boundary.
>    - The existing durable metrics work can be reviewed as a reference
>    implementation of the reporting SPI, with persistence-related logic kept
>    self-contained under a metrics durable implementation module rather than
>    scattered through core entity persistence.
>    - Dashboard/insights remains a real use case, but we agreed to keep it
>    separate from the core metrics intake discussion for now.
>
> I also did a quick source check after the meeting to make sure we are
> describing the current state accurately.
>
> Current state:
>
>    - Polaris already has a metrics reporting hook: PolarisMetricsReporter.
>    - The default implementation is DefaultMetricsReporter, selected by
>    polaris.iceberg-metrics.reporting.type=default. It is log-only,
>    effectively quiet unless metrics logging is enabled.
>    - There is also a PersistingMetricsReporter, selected by
>    polaris.iceberg-metrics.reporting.type=persisting, which converts
>    Iceberg scan/commit reports into Polaris metrics records and writes
> through
>    PolarisMetricsManager -> MetricsPersistence.
>    - MetricsPersistence currently exists in the persistence layer and is
>    inherited by BasePersistence.
>
> My read from the discussion is that the target boundary should not be
> MetricsPersistence as inherited by BasePersistence. That path should be
> decomposed as durable implementation detail (taken care of by
> https://github.com/apache/polaris/pull/4397). The stable extension point
> should instead be the metrics reporting/emitting boundary.
>
> Concretely, I think the next proposal should be shaped like this:
>
>    1.
>
>    Define the proper metrics reporting SPI at an optional Iceberg metrics
>    extension API layer.
>
>    Example direction:
>
>    public interface IcebergMetricsReporter {
>      void reportMetric(IcebergMetricsReportContext context,
> MetricsReport report);
>    }
>
>    The context would carry the small Polaris-resolved envelope:
>    catalog/table identity, report type, received timestamp, and
> request/trace
>    context if available. The raw Iceberg MetricsReport remains the payload.
>    2.
>
>    Keep runtime/service as the REST ingestion and wiring layer.
>
>    The REST handler still resolves the table and performs authz before
>    accepting the report. After that, it calls the selected reporting
>    implementation.
>    3.
>
>    Keep the battery default no-op/log-only.
>
>    This preserves an out-of-box safe default and avoids requiring a durable
>    metrics store for every Polaris deployment.
>    4.
>
>    Move durable JDBC metrics into a self-contained implementation of the
>    reporting SPI.
>
>    That implementation can own its schema, bootstrap, retention, and read
>    API support. It should not define the core reporting SPI boundary, and
> it
>    should not require metrics persistence to remain inherited from
>    BasePersistence.
>    5.
>
>    Treat async/event-backed handling as another implementation of the same
>    reporting SPI.
>
>    For example, an event-backed reporter could enqueue a metrics event and
>    let listeners handle durable storage or other sinks. If we later need a
>    replaceable queue engine, that seems like a shared event/metrics
> substrate
>    topic rather than a metrics-only requirement.
>
> This framing lets us keep the REST metrics endpoint simple, preserve the
> current default behavior, support durable metrics users, and still leave
> room for async/event-backed or external-queue-based implementations.
>
> I think the main follow-up questions are:
>
>    - Do folks agree that the stable SPI boundary should be metrics
>    reporting/emitting, not metrics persistence?
>    - Does an optional Iceberg metrics extension API layer sound like the
>    right home for this SPI?
>    - Should the current durable metrics work be reframed as a durable JDBC
>    reference implementation of that SPI?
>    - What is the smallest PR sequence to get there without blocking the
>    current metrics work unnecessarily?
>
> Thanks,
> -ej
>
> On Fri, May 15, 2026 at 5:16 PM Dmitri Bourlatchkov <[email protected]>
> wrote:
>
> > Hi JB,
> >
> > Could you set up another meeting, please? Same time on Wednesday as last
> > time... I hope it works for everyone.
> >
> > Cheers,
> > Dmitri.
> >
> > On Fri, May 15, 2026 at 8:06 PM Yufei Gu <[email protected]> wrote:
> >
> > > +1 on another sync call next week.
> > >
> > > Yufei
> > >
> > >
> > > On Fri, May 15, 2026 at 4:52 PM Dmitri Bourlatchkov <[email protected]>
> > > wrote:
> > >
> > > > Hi All,
> > > >
> > > > WDYT about another sync call next week?
> > > >
> > > > Thanks,
> > > > Dmitri.
> > > >
> > > > On Wed, May 6, 2026 at 5:29 PM Dmitri Bourlatchkov <[email protected]
> >
> > > > wrote:
> > > >
> > > > > Hi EJ,
> > > > >
> > > > > Thanks for the summary! It covers what we discussed in the meeting
> > very
> > > > > well, IMHO.
> > > > >
> > > > > Looking forward to concrete PRs :)
> > > > >
> > > > > Cheers,
> > > > > Dmitri.
> > > > >
> > > > > On Wed, May 6, 2026 at 5:08 PM EJ Wang <
> > [email protected]
> > > >
> > > > > wrote:
> > > > >
> > > > >> Hi folks,
> > > > >>
> > > > >> We had a community sync earlier, thanks JB for scheduling it.
> Notes
> > > from
> > > > >> the first metrics architecture sync (May 6, 10-11am PT).
> Discussion
> > > doc
> > > > >> with per-section status:
> > > > >>
> > > > >>
> > > >
> > >
> >
> https://docs.google.com/document/d/100h7c4damrUzVuquYbBHM0EvA4LSWuW2IT2dN_7nYVA/edit?tab=t.0
> > > > >>
> > > > >> *The meeting covered both topics from the doc. Direction-level
> > > alignment
> > > > >> was reached on the headline pieces; details remain for PR review
> or
> > > > >> follow-up sessions.*
> > > > >>
> > > > >> *Topic 1 — Persistence schema redesign*
> > > > >> Idea-level alignment on consolidating per-type tables
> > > > >> (scan_metrics_report,
> > > > >> commit_metrics_report) into a single metrics_report table. The
> > > > motivating
> > > > >> cost is the surface area added by every new metric type today: new
> > > > table,
> > > > >> SPI method, record class, model, converter, schema migration.
> > > > >>
> > > > >> Most schema details are deferred to the schema PR. A few specific
> > > points
> > > > >> came up:
> > > > >> •   metric_schema_version: Yufei prefers dropping it, since there
> is
> > > no
> > > > >> spec-level concept of metrics versioning today and it is hard to
> > > define
> > > > >> unilaterally. Robert prefers keeping it, given IRC v2 is coming
> and
> > > the
> > > > >> schema should be considered against its likely shape; Robert also
> > > raised
> > > > >> how to differentiate various payload formats if any. EJ's read is
> > that
> > > > >> this
> > > > >> is a two-way-door decision. We can start without the field, and if
> > IRC
> > > > v2
> > > > >> changes the shape we would likely roll a corresponding new schema
> > > > anyway,
> > > > >> which is not particularly costly.
> > > > >> •   Payload format: Robert pointed out that future formats beyond
> > JSON
> > > > may
> > > > >> be worth supporting. The exact shape is deferred to the schema
> > > > discussion.
> > > > >> •   Partition strategy: Anand suggested monthly partitioning based
> > on
> > > > his
> > > > >> experience as potentially helpful at scale.
> > > > >>
> > > > >> *Topic 2 — Where metrics ingestion and storage belong*
> > > > >> Idea-level alignment that metrics should be a separated SPI from
> the
> > > > >> entity
> > > > >> persistence stack. Two reasons surfaced: (a) workloads and
> > capability
> > > > >> requirements diverge enough that coupling them creates artificial
> > > > >> constraints, and (b) admin experience improves when metrics has
> its
> > > own
> > > > >> bootstrap, retention, and lifecycle. Dmitri noted Polaris being a
> > > > platform
> > > > >> should have the flexibility to support different persistence
> > backends
> > > > per
> > > > >> concern, and pointed to a concrete next step of separating the
> JDBC
> > > > >> bootstrap for metrics from the metastore bootstrap. Robert
> proposed
> > an
> > > > >> additional UX extension: detect an unbootstrapped metrics store on
> > > first
> > > > >> use and auto-bootstrap rather than requiring an explicit manual
> > > > bootstrap
> > > > >> step.
> > > > >> The meeting also confirmed that Polaris metrics can start small
> and
> > > stay
> > > > >> Iceberg-focused. Naming and persistence schema can lean
> > > > Iceberg-specific.
> > > > >> If a future expansion to generic-table metrics or operational
> > metrics
> > > > >> arrives, an abstraction layer can be built on top of the Iceberg
> > > metrics
> > > > >> reporter at that point. Robert remains on the fence and would
> prefer
> > > > >> something more generic but did not block the direction; Dmitri's
> > read
> > > > was
> > > > >> that the proposed framework already has enough flexibility to
> absorb
> > > > >> future
> > > > >> expansion.
> > > > >>
> > > > >> The Trade-offs and Proposed structure sections in the doc were not
> > > > >> reviewed
> > > > >> in detail. They remain open for either the next sync or PR review.
> > > > >>
> > > > >> *Cross-cutting alignment — battery-included plus pluggable*
> > > > >> A common philosophy emerged from the discussion. EJ summarized it
> > as:
> > > > >> Polaris should provide a battery-included UX for beginners and the
> > > > >> flexibility for advanced users to swap the included battery for
> > > > something
> > > > >> more powerful or tailored to their use case. The SPI design needs
> to
> > > > >> enable
> > > > >> both.
> > > > >>
> > > > >> The inputs that shaped this framing:
> > > > >> •   Anand described how his team uses the current metrics
> > persistence
> > > > >> (three metrics consumers in v1.4).
> > > > >> •   Yufei raised Grafana and dashboard integrations as a
> destination
> > > use
> > > > >> case beyond the default.
> > > > >> •   Robert called out that the current design is more
> JDBC-focused.
> > > > >>
> > > > >> Two concrete instances:
> > > > >> •   Async metrics intake: Yufei's initial position was that async
> > > should
> > > > >> largely live on the producer side and there is not much Polaris
> can
> > > do.
> > > > >> Robert suggested a Polaris-side default is doable via Vert.x.
> Dmitri
> > > > >> agreed
> > > > >> the direction is worth exploring. The meeting converged on a
> > > > >> battery-included default (likely Vert.x-backed) with an SPI shape
> > that
> > > > >> lets
> > > > >> power users route to a more scalable backend (k8s-hosted queue,
> AWS
> > > SQS,
> > > > >> etc.).
> > > > >> •   Pluggable destinations: combining Yufei's dashboard use case
> > with
> > > > >> Robert's JDBC-focused call-out, the meeting agreed the SPI should
> be
> > > > >> structured for multiple sinks so integrations become impl choices
> > > rather
> > > > >> than architectural changes.
> > > > >>
> > > > >> The battery-included default is most likely to use the existing
> > > > >> JDBC-backed
> > > > >> approach.
> > > > >>
> > > > >> *Direction (idea-level alignment)*
> > > > >> •   Single metrics_report table consolidating per-type metrics,
> > > > replacing
> > > > >> scan_metrics_report and commit_metrics_report
> > > > >> •   Iceberg-focused naming and schema for now, revisit if
> > > generic-table
> > > > or
> > > > >> operational metrics arrive
> > > > >> •   Metrics persistence as a separated SPI, not on BasePersistence
> > > > >> •   Bootstrap path separated for metrics, independent of metastore
> > > > >> bootstrap
> > > > >> •   "Battery-included plus pluggable" as the SPI design philosophy
> > > > >>
> > > > >> *Open items*
> > > > >> •   Schema details: metric_schema_version, payload format, IRC v2
> > > > >> forward-compat shape
> > > > >> •   SPI design details — full review either in the next sync or in
> > the
> > > > >> corresponding PR
> > > > >> •   Schema refactor PR ownership
> > > > >>
> > > > >> *Action items*
> > > > >> •   EJ to take a first stab at the SPI design and potentially
> > partner
> > > > with
> > > > >> Anand to incorporate the lessons learned from the existing
> reporter
> > > and
> > > > >> persistence work.
> > > > >> •   Schema refactor PR ownership is not yet decided. If anyone is
> > > > >> interested in driving it, reply on this thread.
> > > > >> •   JB to schedule the next sync, tentatively in two weeks.
> > > > >>
> > > > >> -ej
> > > > >>
> > > > >> On Mon, Apr 27, 2026 at 3:07 PM EJ Wang <
> > > [email protected]
> > > > >
> > > > >> wrote:
> > > > >>
> > > > >> > Thanks Yufei for the +1.
> > > > >> >
> > > > >> > JB, could you help add a biweekly metrics architecture sync to
> the
> > > > >> Polaris
> > > > >> > community calendar? I'm thinking Thursdays at 9-10am PT, on the
> > > > >> off-weeks
> > > > >> > from the community meeting (starting May 7), 60 minutes.
> > > > >> >
> > > > >> > Here's a rough agenda to work through over the first few
> sessions,
> > > > >> grouped
> > > > >> > by priority:
> > > > >> >
> > > > >> > *First: foundational direction*
> > > > >> >
> > > > >> > 1.  MetricsPersistence: public SPI or internal implementation
> > > detail?
> > > > >> >    •   Marked @Beta, javadoc calls it a "Service Provider
> > > Interface",
> > > > >> but
> > > > >> > only one consumer (JdbcBasePersistenceImpl), lives on
> > > BasePersistence.
> > > > >> If
> > > > >> > demoted to a private helper inside a persisting reporter impl,
> > most
> > > > >> > downstream design decisions become implementation details rather
> > > than
> > > > >> > contract questions.
> > > > >> >
> > > > >> > 2.  Persistence schema redesign
> > > > >> >    •   Current two-table layout (scan_metrics_report,
> > > > >> > commit_metrics_report) with ~25 flattened columns each. Every
> new
> > > > metric
> > > > >> > type requires a new table, SPI method, record class, model,
> > > converter,
> > > > >> and
> > > > >> > schema migration. Direction to explore: single table with
> > > metric_type
> > > > >> enum,
> > > > >> > schema_version, and JSON payload column.
> > > > >> >
> > > > >> > *Second: design details once direction is set*
> > > > >> >
> > > > >> > 3.  Partition key strategy
> > > > >> >    •   Single-table design means scan metrics at scale will have
> > > high
> > > > >> > write concurrency per table. Schema needs to expose enough
> > structure
> > > > for
> > > > >> > backends to shard by entity or time range.
> > > > >> >
> > > > >> > 4.  Read/write path consistency
> > > > >> >    •   Writes go through PolarisMetricsManager on
> > MetaStoreManager.
> > > > >> Reads
> > > > >> > bypass MetaStoreManager and go straight to BasePersistence,
> > > excluding
> > > > >> > non-JDBC backends from the read API.
> > > > >> >
> > > > >> > *Third: cleanup and alignment*
> > > > >> >
> > > > >> > 5.  PolarisMetricsReporter naming
> > > > >> >    •   Only handles IRC (ScanReport/CommitReport), doesn't cover
> > > > generic
> > > > >> > tables or operational metrics. Name is broader than scope.
> > > > >> >
> > > > >> > 6.  PolarisMetricsManager facade passthrough
> > > > >> >    •   Entire default method is
> > > > >> callCtx.getMetaStore().writeScanReport().
> > > > >> > Zero logic, passes Level 1 straight through to Level 3. Same
> > > > >> anti-pattern
> > > > >> > as PolarisEventManager.
> > > > >> >
> > > > >> > 7.  Iceberg community alignment
> > > > >> >    •   Payload-type extension needs discussion on dev@iceberg.
> > > > >> obelix74's
> > > > >> > Feb thread got zero replies. Needs a committer voice.
> > > > >> >
> > > > >> > Lets confirm prioritization in the first session.
> > > > >> >
> > > > >> > -ej
> > > > >> >
> > > > >> > On Tue, Apr 21, 2026 at 3:18 PM Yufei Gu <[email protected]>
> > > > wrote:
> > > > >> >
> > > > >> >> Thanks everyone for continuing to drive this forward. I agree
> > that
> > > > the
> > > > >> >> problem is getting complex enough that a more structured
> > discussion
> > > > >> would
> > > > >> >> help.
> > > > >> >>
> > > > >> >> +1 on setting up a biweekly sync for the metrics architecture.
> > I’m
> > > > >> happy
> > > > >> >> to
> > > > >> >> join.
> > > > >> >>
> > > > >> >> Yufei
> > > > >> >>
> > > > >> >>
> > > > >> >> On Tue, Apr 21, 2026 at 2:34 PM EJ Wang <
> > > > >> [email protected]>
> > > > >> >> wrote:
> > > > >> >>
> > > > >> >> > Also, I've been looking more closely at the *persistence
> schema
> > > in
> > > > >> the
> > > > >> >> > current metrics work*, and I think there's a structural
> > rigidity
> > > > >> problem
> > > > >> >> > worth raising before the shape gets locked in.
> > > > >> >> >
> > > > >> >> > Right now we have two separate tables (scan_metrics_report
> and
> > > > >> >> > commit_metrics_report), each with ~25 flattened columns that
> > > > directly
> > > > >> >> > mirror the Iceberg report fields. The SPI follows the same
> > split:
> > > > >> >> > writeScanReport and writeCommitReport as separate methods,
> with
> > > > >> per-type
> > > > >> >> > record classes, converters, and model objects. *The practical
> > > cost:
> > > > >> >> > adding a new metric type (operational metrics, for example)
> > > > requires
> > > > >> a
> > > > >> >> new
> > > > >> >> > table, a new SPI method, a new record class, a new model
> > class, a
> > > > new
> > > > >> >> > converter branch, and a schema migration*. That's a lot of
> > > surface
> > > > >> area
> > > > >> >> > for what should be "one more kind of metric."
> > > > >> >> >
> > > > >> >> > *My bias* would be toward a single metrics table with *a
> typed
> > > JSON
> > > > >> >> > payload*. Something like: metric_type (enum), entity_id,
> > > > >> >> > table_identifier, snapshot_id (nullable), received_ts,
> > > > >> schema_version,
> > > > >> >> and
> > > > >> >> > a payload column for the metric-specific data. The
> metric_type
> > +
> > > > >> >> > schema_version pair gives us a forward-compatible contract
> for
> > > the
> > > > >> >> payload
> > > > >> >> > shape. Adding a new metric type becomes an enum value and a
> > > payload
> > > > >> >> schema,
> > > > >> >> > not a schema migration. One thing I think we need to be
> > > deliberate
> > > > >> >> about is
> > > > >> >> > the partition key design. If all metric types land in one
> > table,
> > > > scan
> > > > >> >> > metrics at scale (high concurrency, high frequency across
> many
> > > > >> tables)
> > > > >> >> > could easily create hot partitions. We'd want the persistence
> > > layer
> > > > >> to
> > > > >> >> be
> > > > >> >> > able to shard by entity or time range, and that means the
> > logical
> > > > >> schema
> > > > >> >> > needs to expose enough structure for backends to partition
> on.
> > I
> > > > >> don't
> > > > >> >> > think the current flattened layout gives us that.
> > > > >> >> >
> > > > >> >> > This is getting complex enough that I don't think ad-hoc
> PR/ML
> > > > >> threads
> > > > >> >> > will converge well. *Would people be open to a biweekly sync
> > for
> > > > >> metrics
> > > > >> >> > architecture?* I think 30 minutes every two weeks with
> > interested
> > > > >> >> parties
> > > > >> >> > would be enough to work through the schema, SPI shape, and
> read
> > > API
> > > > >> >> design
> > > > >> >> > together. Happy to help set that up.
> > > > >> >> >
> > > > >> >> > -ej
> > > > >> >> >
> > > > >> >> > On Mon, Apr 20, 2026 at 2:19 PM EJ Wang <
> > > > >> [email protected]
> > > > >> >> >
> > > > >> >> > wrote:
> > > > >> >> >
> > > > >> >> >> Reviewed #4115, left a comment on the code organization
> side.
> > > > >> >> >>
> > > > >> >> >> One thing stood out: the metrics write path enters through
> > > > >> >> >> PolarisMetricsManager on MetaStoreManager, but the new read
> > path
> > > > >> >> bypasses
> > > > >> >> >> MetaStoreManager entirely and goes straight to
> BasePersistence
> > > via
> > > > >> >> >> callContext.getMetaStore(). That means the read API only
> works
> > > for
> > > > >> >> backends
> > > > >> >> >> that implement BasePersistence. NoSQL and remote backends
> > can't
> > > > >> >> participate.
> > > > >> >> >>
> > > > >> >> >> Stepping back, I think the metrics subsystem is growing into
> > > > >> something
> > > > >> >> >> real (write + read + REST API + AuthZ + pagination) *but the
> > > > >> >> persistence
> > > > >> >> >> side is split across two layers in a way that's hard to
> > > extend*. I
> > > > >> put
> > > > >> >> >> together two diagrams to show what I mean (my best effort).
> > > > >> >> >>
> > > > >> >> >> *Current state* (Diagram 1): three interfaces at three
> > different
> > > > >> >> levels.
> > > > >> >> >> The engine-facing SPI (PolarisMetricsReporter) is clean. But
> > > > >> >> >> PolarisMetricsManager on MetaStoreManager is a passthrough
> to
> > > > >> >> >> MetricsPersistence on BasePersistence. The @Beta annotation
> > and
> > > > SPI
> > > > >> >> javadoc
> > > > >> >> >> are on the BasePersistence layer, while the actual extension
> > > > points
> > > > >> >> >> (PolarisMetricsReporter, PolarisMetricsManager) carry no
> > > stability
> > > > >> >> >> annotation. The write path goes through the MetaStoreManager
> > > > layer,
> > > > >> the
> > > > >> >> >> read path doesn't.
> > > > >> >> >>
> > > > >> >> >> *What I envision* (Diagram 2): two SPIs at two levels.
> > > > >> >> >> PolarisMetricsReporter stays as the engine-facing SPI.
> > > > >> >> >> PolarisMetricsManager becomes the backend-facing SPI with
> both
> > > > write
> > > > >> >> and
> > > > >> >> >> read methods at the MetaStoreManager level, where any
> backend
> > > > (JDBC,
> > > > >> >> NoSQL,
> > > > >> >> >> remote) can implement them. MetricsPersistence on
> > > BasePersistence
> > > > >> goes
> > > > >> >> >> away. Where metrics actually land is an implementation
> detail,
> > > > not a
> > > > >> >> core
> > > > >> >> >> interface.
> > > > >> >> >>
> > > > >> >> >> *Minor naming thing*: PolarisMetricsReporter is broader than
> > > what
> > > > it
> > > > >> >> >> actually handles. It only accepts Iceberg REST Catalog
> metrics
> > > > >> >> (ScanReport,
> > > > >> >> >> CommitReport via MetricsReport). Generic table metrics or
> > > > >> operational
> > > > >> >> >> metrics aren't in scope. Not blocking, but worth noting if
> the
> > > > >> metrics
> > > > >> >> >> surface expands.
> > > > >> >> >>
> > > > >> >> >> *Rough sketch of how to get there*:
> > > > >> >> >>  1.  Add read methods to PolarisMetricsManager
> > (listScanReports,
> > > > >> >> >> listCommitReports) with default no-op, same as the existing
> > > write
> > > > >> >> methods.
> > > > >> >> >> (Probably make PolarisMetricsManager more explicit on being
> > > > Iceberg
> > > > >> >> >> specific like package name or class name etc.)
> > > > >> >> >>  2.  Wire MetricsReportsService through MetaStoreManager
> > instead
> > > > of
> > > > >> >> >> callContext.getMetaStore().
> > > > >> >> >>  3.  Extract metrics persistence from
> JdbcBasePersistenceImpl
> > > into
> > > > >> its
> > > > >> >> >> own class. That file carries ~7 responsibilities, metrics
> > being
> > > > one
> > > > >> of
> > > > >> >> them.
> > > > >> >> >>  4.  Remove MetricsPersistence from BasePersistence.
> > > > >> >> >>
> > > > >> >> >> *None of this needs to happen in #4115. But if the direction
> > > makes
> > > > >> >> sense,
> > > > >> >> >> it would be good to align before the metrics surface grows
> > > > further.
> > > > >> >> Curious
> > > > >> >> >> what others think.*
> > > > >> >> >>
> > > > >> >> >> *My mental model note*: Level 1 MetaStoreManager; level 2
> > > > >> transactional
> > > > >> >> >> persistence; level 3 base persistence
> > > > >> >> >>
> > > > >> >> >> Diagram 1
> > > > >> >> >> <
> > > > >> >>
> > > > >>
> > > >
> > >
> >
> https://www.plantuml.com/plantuml/uml/bLHDR-Cs4BthLmpIYupw0zbkKQ1r3M-S7Bp8xhhM7WCOb3IM65EaGD9EX2RzxHrHb4CxRelwa4YSDu_lpOVcnZ9jzvM8BBS2uGjQpJC3dtHMSekPtMk44IpsMgEqa5XcCOhCZikQQLP1pR8TAp2n3ILhmZDP20m0fcIvUkAoW2qJXd9z1bpToO9BX3WXu0ucy5rpgGPNm0nW5_epUWtm2Ue3pn3kMOFQmKntGZW0BYtgBSi8k5A2QMwybJNMIbFiGSR9QZc4nUqIvikStF0jHprua5C-amge42aNt3R0f5JaaoivdV2Pkqbx4hee4ymOkBh5BTiB-_uIeGeo8zL8rPsPl4DktdEiK1jkB1NdZCRbrSTecDe_mlHbF0wvBmCkaOH5_S8a_TTTKI6-nmCAkEw4LpxsZ-LbYLKQFKMNOgf_wuM7_bV9gOer5SYMMksBSWXFcbi49KNZXNLicwfe3TETC7gPdPqI7uBcHMb1RSzYq34c6PDUM9mn8HRsUTZEiDBve3NjVZumBj0U7SS37mGO7vcwtiK-_pU7U7L_f-digo9YbhSwIfMRwIITKGXbxdIUTCGF1SeCJxloKsU-3k9ddRbX1eDq1q_fx1JbBGT0glVyXimDuP4TQ5qpCAmnGEj2s_6n5mtn1z-97-63itFQZLPO1Ev2tu_WF7Ju-VPc0Skg5bYXxBhkY1xpD7EM_7fyflSpIsqMgVth5xhVr4eQxWQ8enaSAJQSG16yFSDuJ798rrcXr_3n-lfdk7icQjEBmFujL7AodiP_Y4Z7-YxvtZNs4zMgpNTl6tF8sglyPsmqchrjvQ-m-aP94r-TwCA2Ka8upPJZwtvSpoYCXkYMZU2NXvRMBfq9P3i3Le4VAZUAlUZ_oPKsxPgY0Q_BSKLkyr9bhQhQrJjo_x3TPlIB0DPjnMfcIoYP0QaYw1a0fTKDr8fB6ntNuvmoL1ZGkXa69Njh43zf9GiGxHQrA_jDYWRSzF5--WmTVrN97_Sm8LbLUy_lGBmLanJjFkDlGkRqjA_4tm00
> > > > >> >> >
> > > > >> >> >> :
> > > > >> >> >>
> > > > >> >> >> [image: image.png]
> > > > >> >> >>
> > > > >> >> >> Diagram 2
> > > > >> >> >> <
> > > > >> >>
> > > > >>
> > > >
> > >
> >
> https://www.plantuml.com/plantuml/uml/VLLDR-8m4BtdLupO2sWBLVU8AaGB7AXAbssGzb896SS9RXqxjKqBwkv_tt7iV43fdaZYDpFlpRmnOsE9jhjSH9PRmM31hERKm8scMsuPjJlDe0yheZDc8RR4iYWoBrmMH9CS2a9VICPYUy1OZN0YCy5Q0BCbYNhdCeEK28En8G8wCvbnoQ0R8_05Bc6bkLIz3X03p1zzH7zR-9ZfDquPt9C3qoNCX2yV4G2NbkcKu5jdgGJHt0GbZwnG6i-UP3TUpk5gM6Ldqke350eZUqzoCft3U9xWHvxoa5-7K4nF1J46EbEMafsmdrCBbQ44gVggy18IZrn_ph5asd1ZiIKdQSgueZvjXrQFSFrdC3YN-nXmBacxbGiYyLVxLaBtdhqn0LSzdBDhqQtQoOJeGyad3z0lUqnYgpGB6Ns8oVyta00Dy_WnX0tIOZ8v6SYxHll1TrH6aejAik-mh-AphVFCwSUQqFypElag5QRGFDjQKEd96K1P8QP41c9TzA_IIQyvdAWyv_RSiS3skb0_EzDDkK2v5xWF6MiGFlvhpFLcD2Dq2pml14gaF67eQkmd8gulDoC4kSOu6KVpkvlUJg1RTbWISU40RdBUUS_9XfRZ2dwxm_SW8LYFISgm_MnlDQ6M9P1gbKEc4X-2pH_FvJCkCqm9pbVjD6LrwdLeOrDWfOaqc8Wh9BE85oNKxkNQ6o4yGRy_Eae0G_G8tZv81d3bHDB23WOdisohVr3nh_j6lbSjbNaLRTc8UgtPbAU1J_tygOfZX9DWEJeHDvYx-qmSi5FgNLPZwHrHcUsncGQ5-skhUclpE5fo4ounpFauYrUbkU6ccfnxMvitwag4IyerhTxj8In_Oj1bDO4pQru674loYrGlULHLEGCjwJJ8gDoVZR8MxO4BT3IzRvIcAQKezC6xpziGnTyImrfEGyJI_OcKfgtxIvnTqFEMS17L9Z-jsARN5FmTheP7HtSdtOMT0B4GY2FYHXxgQmMtj2bRqiLFGapiVe1_QVKDrkqXcm83aFEXnMYCZ-xlyHy
> > > > >> >> >
> > > > >> >> >> :
> > > > >> >> >> [image: image.png]
> > > > >> >> >>
> > > > >> >> >>  -ej
> > > > >> >> >>
> > > > >> >> >> On Wed, Apr 15, 2026 at 8:22 AM Dmitri Bourlatchkov <
> > > > >> [email protected]>
> > > > >> >> >> wrote:
> > > > >> >> >>
> > > > >> >> >>> Hi All,
> > > > >> >> >>>
> > > > >> >> >>> Heads up: The current state of PR [4115] looks pretty solid
> > to
> > > > me.
> > > > >> I
> > > > >> >> >>> believe this PR is approaching a mergeable condition.
> > > > >> >> >>>
> > > > >> >> >>> Please post your reviews if you have any comments.
> > > > >> >> >>>
> > > > >> >> >>> [4115] https://github.com/apache/polaris/pull/4115
> > > > >> >> >>>
> > > > >> >> >>> Thanks,
> > > > >> >> >>> Dmitri.
> > > > >> >> >>>
> > > > >> >> >>> On Tue, Mar 3, 2026 at 3:29 PM Anand Kumar Sankaran via
> dev <
> > > > >> >> >>> [email protected]> wrote:
> > > > >> >> >>>
> > > > >> >> >>> > Hi Yufei and Dmitri,
> > > > >> >> >>> >
> > > > >> >> >>> > Here is a proposal for the REST endpoints for metrics and
> > > > events.
> > > > >> >> >>> >
> > > > >> >> >>> > https://github.com/apache/polaris/pull/3924/changes
> > > > >> >> >>> >
> > > > >> >> >>> > I did not see any precursors for raising a PR for
> > proposals,
> > > so
> > > > >> >> trying
> > > > >> >> >>> > this.  Please let me know what you think.
> > > > >> >> >>> >
> > > > >> >> >>> > -
> > > > >> >> >>> > Anand
> > > > >> >> >>> >
> > > > >> >> >>> > From: Anand Kumar Sankaran <[email protected]>
> > > > >> >> >>> > Date: Monday, March 2, 2026 at 10:25 AM
> > > > >> >> >>> > To: [email protected] <[email protected]>
> > > > >> >> >>> > Subject: Re: Polaris Telemetry and Audit Trail
> > > > >> >> >>> >
> > > > >> >> >>> > About the REST API, based on my use cases:
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>> >   1.
> > > > >> >> >>> > I want to be able to query commit metrics to track files
> > > added
> > > > /
> > > > >> >> >>> removed
> > > > >> >> >>> > per commit, along with record counts. The ingestion
> > pipeline
> > > > that
> > > > >> >> >>> writes
> > > > >> >> >>> > this data is owned by us and we are guaranteed to write
> > this
> > > > >> >> >>> information
> > > > >> >> >>> > for each write.
> > > > >> >> >>> >   2.
> > > > >> >> >>> > I want to be able to query scan metrics for read. I
> > > understand
> > > > >> >> clients
> > > > >> >> >>> do
> > > > >> >> >>> > not fulfill this requirement.
> > > > >> >> >>> >   3.
> > > > >> >> >>> > I want to be able to query the events table (events are
> > > > >> persisted) -
> > > > >> >> >>> this
> > > > >> >> >>> > may supersede #2, I am not sure yet.
> > > > >> >> >>> >
> > > > >> >> >>> > All this information is in the JDBC based persistence
> model
> > > and
> > > > >> is
> > > > >> >> >>> > persisted in the metastore. I currently don’t have a need
> > to
> > > > >> query
> > > > >> >> >>> > prometheus or open telemetry. I do publish some events to
> > > > >> Prometheus
> > > > >> >> >>> and
> > > > >> >> >>> > they are forwarded to our dashboards elsewhere.
> > > > >> >> >>> >
> > > > >> >> >>> > About the CLI utilities, I meant the admin user
> utilities.
> > In
> > > > >> one of
> > > > >> >> >>> the
> > > > >> >> >>> > earliest drafts of my proposal, Prashant mentioned that
> the
> > > > >> metrics
> > > > >> >> >>> tables
> > > > >> >> >>> > can grow indefinitely and that a similar problem exists
> > with
> > > > the
> > > > >> >> events
> > > > >> >> >>> > table as well. We discussed that cleaning up of old
> records
> > > > from
> > > > >> >> both
> > > > >> >> >>> > metrics tables and events tables can be done via a CLI
> > > utility.
> > > > >> >> >>> >
> > > > >> >> >>> > I see that Yufei has covered the discussion about
> > > datasources.
> > > > >> >> >>> >
> > > > >> >> >>> > -
> > > > >> >> >>> > Anand
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>> > From: Yufei Gu <[email protected]>
> > > > >> >> >>> > Date: Friday, February 27, 2026 at 9:54 PM
> > > > >> >> >>> > To: [email protected] <[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!YhNDZABkHi1B699ote2uMwpOZw8i0QMCGO2Szc-HshuABGhGvwPJcymE6G2oUUxtS8xDkSrtGTPm_I3QnVDHoLMk50m9v8z_nZKTkd-bnVUbreF1u0WnfV_X5eYevZl_$
> > > > >> >> >>> > >
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>> > As I mentioned in
> > > > >> >> >>> >
> > > > >> >> >>>
> > > > >> >>
> > > > >>
> > > >
> > >
> >
> https://urldefense.com/v3/__https://github.com/apache/polaris/issues/3890__;!!Iz9xO38YGHZK!5EuyFFkk3vhRWVIRvQAWBSQfpJkTMA9HxugzDwXmN0LPPqhEFxYkFRGVhtb8AqUwXtDh2OplcMnbMDHKOxrvDU0$
> > > > >> >> >>> ,
> > > > >> >> >>> > supporting
> > > > >> >> >>> > multiple data sources is not a trivial change. I would
> > > strongly
> > > > >> >> >>> recommend
> > > > >> >> >>> > starting with a design document to carefully evaluate the
> > > > >> >> architectural
> > > > >> >> >>> > implications and long term impact.
> > > > >> >> >>> >
> > > > >> >> >>> > A REST endpoint to query metrics seems reasonable given
> the
> > > > >> current
> > > > >> >> >>> JDBC
> > > > >> >> >>> > based persistence model. That said, we may also consider
> > > > >> alternative
> > > > >> >> >>> > storage models. For example, if we later adopt a time
> > series
> > > > >> system
> > > > >> >> >>> such as
> > > > >> >> >>> > Prometheus to store metrics, the query model and access
> > > > patterns
> > > > >> >> would
> > > > >> >> >>> be
> > > > >> >> >>> > fundamentally different. Designing the REST API without
> > > > >> considering
> > > > >> >> >>> these
> > > > >> >> >>> > potential evolutions may limit flexibility. I'd suggest
> to
> > > > start
> > > > >> >> with
> > > > >> >> >>> the
> > > > >> >> >>> > use case.
> > > > >> >> >>> >
> > > > >> >> >>> > Yufei
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>> > On Fri, Feb 27, 2026 at 3:42 PM Dmitri Bourlatchkov <
> > > > >> >> [email protected]>
> > > > >> >> >>> > wrote:
> > > > >> >> >>> >
> > > > >> >> >>> > > Hi Anand,
> > > > >> >> >>> > >
> > > > >> >> >>> > > Sharing my view... subject to discussion:
> > > > >> >> >>> > >
> > > > >> >> >>> > > 1. Adding non-IRC REST API to Polaris is perfectly
> fine.
> > > > >> >> >>> > >
> > > > >> >> >>> > > Figuring out specific endpoint URIs and payloads might
> > > > require
> > > > >> a
> > > > >> >> few
> > > > >> >> >>> > > roundtrips, so opening a separate thread for that might
> > be
> > > > >> best.
> > > > >> >> >>> > > Contributors commonly create Google Docs for new API
> > > > proposals
> > > > >> too
> > > > >> >> >>> (they
> > > > >> >> >>> > > fairly easy to update as the email discussion
> > progresses).
> > > > >> >> >>> > >
> > > > >> >> >>> > > There was a suggestion to try Markdown (with PRs) for
> > > > proposals
> > > > >> >> [1]
> > > > >> >> >>> ...
> > > > >> >> >>> > > feel free to give it a try if you are comfortable with
> > > that.
> > > > >> >> >>> > >
> > > > >> >> >>> > > 2. Could you clarify whether you mean end user
> utilities
> > or
> > > > >> admin
> > > > >> >> >>> user
> > > > >> >> >>> > > utilities? In the latter case those might be more
> > suitable
> > > > for
> > > > >> the
> > > > >> >> >>> Admin
> > > > >> >> >>> > > CLI (java) not the Python CLI, IMHO.
> > > > >> >> >>> > >
> > > > >> >> >>> > > Why would these utilities be common with events? IMHO,
> > > event
> > > > >> use
> > > > >> >> >>> cases
> > > > >> >> >>> > are
> > > > >> >> >>> > > distinct from scan/commit metrics.
> > > > >> >> >>> > >
> > > > >> >> >>> > > 3. I'd prefer separating metrics persistence from
> > MetaStore
> > > > >> >> >>> persistence
> > > > >> >> >>> > at
> > > > >> >> >>> > > the code level, so that they could be mixed and matched
> > > > >> >> >>> independently.
> > > > >> >> >>> > The
> > > > >> >> >>> > > separate datasource question will become a non-issue
> with
> > > > that
> > > > >> >> >>> approach,
> > > > >> >> >>> > I
> > > > >> >> >>> > > guess.
> > > > >> >> >>> > >
> > > > >> >> >>> > > The rationale for separating scan metrics and metastore
> > > > >> >> persistence
> > > > >> >> >>> is
> > > > >> >> >>> > that
> > > > >> >> >>> > > "cascading deletes" between them are hardly ever
> > required.
> > > > >> >> >>> Furthermore,
> > > > >> >> >>> > the
> > > > >> >> >>> > > data and query patterns are very different so different
> > > > >> >> technologies
> > > > >> >> >>> > might
> > > > >> >> >>> > > be beneficial in each case.
> > > > >> >> >>> > >
> > > > >> >> >>> > > [1]
> > > > >> >> >>> >
> > > > >> >> >>>
> > > > >> >>
> > > > >>
> > > >
> > >
> >
> https://urldefense.com/v3/__https://lists.apache.org/thread/yto2wp982t43h1mqjwnslswhws5z47cy__;!!Iz9xO38YGHZK!5EuyFFkk3vhRWVIRvQAWBSQfpJkTMA9HxugzDwXmN0LPPqhEFxYkFRGVhtb8AqUwXtDh2OplcMnbMDHKxYDakNU$
> > > > >> >> >>> > >
> > > > >> >> >>> > > Cheers,
> > > > >> >> >>> > > Dmitri.
> > > > >> >> >>> > >
> > > > >> >> >>> > > On Fri, Feb 27, 2026 at 6:19 PM Anand Kumar Sankaran
> via
> > > dev
> > > > <
> > > > >> >> >>> > > [email protected]> wrote:
> > > > >> >> >>> > >
> > > > >> >> >>> > > > Thanks all. This PR is merged now.
> > > > >> >> >>> > > >
> > > > >> >> >>> > > > Here are the follow-up features / work needed.  These
> > > were
> > > > >> all
> > > > >> >> >>> part of
> > > > >> >> >>> > > the
> > > > >> >> >>> > > > merged PR at some point in time and were removed to
> > > reduce
> > > > >> >> scope.
> > > > >> >> >>> > > >
> > > > >> >> >>> > > > Please let me know what you think.
> > > > >> >> >>> > > >
> > > > >> >> >>> > > >
> > > > >> >> >>> > > >   1.  A REST API to paginate through table metrics.
> > This
> > > > >> will be
> > > > >> >> >>> > non-IRC
> > > > >> >> >>> > > > standard addition.
> > > > >> >> >>> > > >   2.  Utilities for managing old records, should be
> > > common
> > > > >> with
> > > > >> >> >>> events.
> > > > >> >> >>> > > > There was some discussion that it belongs to the CLI.
> > > > >> >> >>> > > >   3.  Separate datasource (metrics, events, even
> other
> > > > >> tables?).
> > > > >> >> >>> > > >
> > > > >> >> >>> > > >
> > > > >> >> >>> > > > Anything else?
> > > > >> >> >>> > > >
> > > > >> >> >>> > > > -
> > > > >> >> >>> > > > Anand
> > > > >> >> >>> > > >
> > > > >> >> >>> > > >
> > > > >> >> >>> > >
> > > > >> >> >>> >
> > > > >> >> >>> >
> > > > >> >> >>>
> > > > >> >> >>
> > > > >> >>
> > > > >> >
> > > > >>
> > > > >
> > > >
> > >
> >
>

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