Hi Prajwal,

This is a great proposal. I have been creating end-to-end real-time profile
use cases with Fluss features, and I had to create a few UDFs to better
interact with BM.
The FIP solves this structural problem as it makes BITMAP a first-class
type, promotes those same operations into the catalog so no UDF jar is
needed, and adds server-side pushdown so BITMAP_OR_AGG queries avoid
materializing per-row data in Flink entirely.

The overall direction is solid, the three-layer decomposition is clean, and
the backward compatibility story is well thought out. I have a few points I
would like to discuss before moving forward, mostly around design decisions
that I think are worth aligning on at the proposal stage.

1. DataTypeVisitor is @PublicStable but im wondering whether this can be a
breaking change. Adding a new method to this interface would likely break
any external implementors. It would be great if the proposal could settle
on an approach: a default fallback method, an abstract base class users can
extend, or a deferral to the next major version. Any of these would work.

2. Null semantics are a bit contradicted within the proposal itself. The
public interface section states BITMAP_CARDINALITY(NULL) → NULL, while the
reference implementation section returns 0 for null input. Could you
clarify which behavior is the intended one?

3. BITMAP_BUILD_AGG accepts only INT, while the server already supports
rbm64 for BIGINT. Given that most real-world entity IDs exceed
Integer.MAX_VALUE and the 64-bit aggregator already exists server-side, it
would be worth clarifying whether the initial scope is intentionally
limited to 32-bit and, if so, the reasoning behind that choice.

4. BITMAP_AND_AGG is included in the public interface but has no
server-side aggregator and no pushdown support. I'm reluctant that exposing
this in the public API without a working server-side counterpart could lead
to incorrect results when users combine it with the merge engine. Would it
be possible to add a clear section defining exactly when it is safe to use?

Some food for thought on my side is whether it makes sense (based on my
examples) to consider adding a function that converts a bitmap to a string
so it's human-readable for users debugging. This can be

For example, take a bitmap and output something like (bitmap_to_string??):
Output format: "count=3 [1001, 1002, 1007]."

This can be out of scope of this FIP, and more of a future improvement, if
it resonates.
I just wanted to bring this to your attention, just in case you think it
makes sense, because it's something that helped me a lot with my examples.

Looking forward to this

Best,
Giannis



On Mon, Apr 6, 2026 at 9:12 AM Prajwal Banakar <[email protected]>
wrote:

> Hi everyone,
>
> I have created the formal Confluence page for FIP-37 [1].
>
> As this is my first time creating a FIP page, I would greatly appreciate
> any feedback or suggestions for improvement. The discussion will continue
> on this thread.
>
> Looking forward to your thoughts.
> [1]
>
> https://cwiki.apache.org/confluence/display/FLUSS/FIP-37%3A+Native+RoaringBitmap+Integration+for+Apache+Fluss
>
> Best regards,
> Prajwal Banakar
>
> On Fri, 3 Apr 2026 at 19:22, Giannis Polyzos <[email protected]>
> wrote:
>
> > Hi Prajwal,
> > It’s probably a mistake that needs fixing.
> >
> > Feel free to use FIP-37
> >
> > Best,
> > Giannis
> >
> > On Fri, 3 Apr 2026 at 4:49 PM, Prajwal Banakar <
> [email protected]
> > >
> > wrote:
> >
> > > Hi dev's,
> > >
> > > I am currently creating the Confluence page for this proposal.
> > >
> > > I noticed that FIP-35 is not currently listed on the wiki. Could you
> > please
> > > confirm if this number is available for use, or if I should assigned a
> > > different one?
> > >
> > > Best regards,
> > > Prajwal Banakar
> > >
> > > On Wed, 11 Mar 2026 at 22:56, Prajwal Banakar <
> > [email protected]>
> > > wrote:
> > >
> > > > Hi Keith,
> > > >
> > > > Thank you for the follow-up.
> > > >
> > > > You are correct that FieldRoaringBitmap64Agg already exists in
> > > > fluss-server. I have updated the proposal accordingly. To clarify,
> the
> > > > 32-bit scope is intended to keep the initial type system and SQL
> > function
> > > > surface focused and deliverable, rather than being a limitation of
> the
> > > > aggregator itself. Since the server-side aggregator is already in
> > place,
> > > > RBM64 will be a natural, low-risk follow-on once the type system and
> > > > pushdown infrastructure are established.
> > > >
> > > > I have also removed the misleading motivation paragraph as you
> > suggested.
> > > > The updated document is available at the same link. Additionally, I
> > would
> > > > welcome Yang's input on the alignment with FIP-21.
> > > >
> > > > Best regards,
> > > > Prajwal Banakar
> > > >
> > > > On Wed, 11 Mar 2026 at 17:37, Keith Lee <[email protected]
> >
> > > > wrote:
> > > >
> > > >> Hi Prajwal,
> > > >>
> > > >> Thank you for addressing / answering the questions.
> > > >>
> > > >> > This proposal adds the missing bridge: a proper BITMAP DDL type,
> SQL
> > > >> functions (BITMAP_BUILD, BITMAP_OR_AGG, BITMAP_CARDINALITY), and
> > > pushdown
> > > >> via applyAggregates(). The storage-side aggregation logic already
> > > exists;
> > > >> this proposal makes it accessible end-to-end
> > > >>
> > > >> 1. That makes sense. I think the motivation section should lead with
> > > that
> > > >> and remove the following as it can be misleading given that rbm is
> > > >> supported by aggregation merge engine: “users requiring
> > high-cardinality
> > > >> unique counting (e.g., UV analytics) must execute Client-Side
> > > Aggregation.
> > > >> The TabletServer is forced to send massive amounts of raw
> > LogRecordBatch
> > > >> rows over the network to a Flink cluster for evaluation. This
> results
> > in
> > > >> unnecessary network transfer and prevents efficient utilization of
> the
> > > >> existing aggregation merge engine.”
> > > >>
> > > >> 2. That makes sense. Thank you for the context.
> > > >>
> > > >> 3.
> > > >>
> > > >> > RBM64 requires a fundamentally different internal structure; a map
> > of
> > > >> RBM32 chunks which increases implementation and serialization
> > complexity
> > > >> significantly.
> > > >>
> > > >> My understanding is that the proposal wires existing
> > > >> FieldRoaringBitmap32Agg to support rbm32. FieldRoaringBitmap64Agg
> > should
> > > >> already exist and handle the complexity that you mentioned?
> > > >>
> > > >> Additionally, it might be good for Yang to review / provide input on
> > > this
> > > >> given his work on FIP-21.
> > > >>
> > > >> Best regards
> > > >>
> > > >> Keith Lee
> > > >>
> > > >>
> > > >> On Wed, 11 Mar 2026 at 05:49, Prajwal Banakar <
> > > [email protected]
> > > >> >
> > > >> wrote:
> > > >>
> > > >> > Hi Keith, thank you for the detailed feedback.
> > > >> >
> > > >> > 1. On motivation vs existing aggregation merge engine: The
> > aggregation
> > > >> > merge engine in 0.9 supports rbm32/rbm64 at the storage level, but
> > > >> BITMAP
> > > >> > is not yet a first-class type in the DDL or type system. Users
> today
> > > >> must
> > > >> > declare the column as BYTES (as shown in the 0.9 release example:
> > > >> uv_bitmap
> > > >> > BYTES), and there are no SQL functions to build, merge, or query
> > > bitmaps
> > > >> > from Flink SQL. This proposal adds the missing bridge: a proper
> > BITMAP
> > > >> DDL
> > > >> > type, SQL functions (BITMAP_BUILD, BITMAP_OR_AGG,
> > BITMAP_CARDINALITY),
> > > >> and
> > > >> > pushdown via applyAggregates(). The storage-side aggregation logic
> > > >> already
> > > >> > exists; this proposal makes it accessible end-to-end.
> > > >> >
> > > >> > 2. On NULL semantics: BITMAP_OR(bitmap, NULL) returns NULL
> following
> > > >> > standard SQL scalar function semantics where NULL inputs propagate
> > to
> > > >> NULL
> > > >> > outputs. BITMAP_OR_AGG follows aggregate function convention
> > > consistent
> > > >> > with how SUM and AVG behave, where NULLs in individual rows are
> > > skipped
> > > >> and
> > > >> > only a fully NULL input set returns NULL. This distinction follows
> > > >> FLIP-556
> > > >> > and StarRocks semantics.
> > > >> >
> > > >> > 3. On 32-bit scope: The proposal is scoped to 32-bit initially
> > because
> > > >> > RoaringBitmap32 covers integer values up to 2^32 (~4 billion),
> which
> > > is
> > > >> > sufficient for most user ID and session ID use cases. RBM64
> > requires a
> > > >> > fundamentally different internal structure; a map of RBM32 chunks
> > > which
> > > >> > increases implementation and serialization complexity
> significantly.
> > > >> > Starting with 32-bit keeps the initial scope focused and
> > deliverable.
> > > >> RBM64
> > > >> > support is listed as a Could-Have in the MoSCoW deliverables and
> can
> > > >> follow
> > > >> > in a subsequent iteration.
> > > >> >
> > > >> > Best regards,
> > > >> >
> > > >> > Prajwal Banakar
> > > >> >
> > > >> >
> > > >> > On Wed, 11 Mar 2026 at 01:34, Keith Lee <
> > [email protected]>
> > > >> > wrote:
> > > >> >
> > > >> > > Hello Prajwal,
> > > >> > >
> > > >> > > Thank you for the detailed proposal. I enjoyed reading it and
> > have a
> > > >> few
> > > >> > > questions/comments.
> > > >> > >
> > > >> > > 1. On motivation, can you provide context on how this differs
> with
> > > >> > > aggregation merge engine’s roaring bitmap implementation [1]?
> > > >> > Specifically,
> > > >> > > motivation part states that “users requiring high cardinality
> > unique
> > > >> > > counting … must execute client-side aggregation”. Aggregation
> > merge
> > > >> > engine
> > > >> > > performs aggregation on server-side. The motivation section
> should
> > > >> > clarify
> > > >> > > how the proposed changes improve or complement aggregation merge
> > > >> engine,
> > > >> > > which seems to have been considered as Section 2 references
> FIP-21
> > > >> > > Aggregation Merge Engine. Adding this context will help readers
> > > >> > understand
> > > >> > > the motivation of the proposal better.
> > > >> > >
> > > >> > > 2. Can you clarify the NULL semantics section specifically on
> the
> > > >> > decision
> > > >> > > on why BITMAP_OR(bitmap, NULL) returns NULL but BITMAP_OR_AGG
> only
> > > >> > returns
> > > >> > > null when all rows are NULL?
> > > >> > >
> > > >> > > 3. Why is the scope limited to 32 bit bitmaps? Adding the
> > rationale
> > > >> > behind
> > > >> > > these e.g. how (if any) support of 64bit bitmaps would increase
> > > >> > > implementation complexity. Articulating these may help other
> > > >> contributors
> > > >> > > understand the complexity and perhaps come up with suggestions
> on
> > > how
> > > >> to
> > > >> > > address them.
> > > >> > >
> > > >> > > Best regards
> > > >> > >
> > > >> > > Keith Lee
> > > >> > >
> > > >> > > [1]
> > > >> > >
> > > >> > >
> > > >> >
> > > >>
> > >
> >
> https://fluss.apache.org/blog/releases/0.9/#2-storage-level-processing--semantics
> > > >> > >
> > > >> > >
> > > >> > > On Mon, 9 Mar 2026 at 05:31, Prajwal Banakar <
> > > >> [email protected]
> > > >> > >
> > > >> > > wrote:
> > > >> > >
> > > >> > > > Hi Devs,
> > > >> > > >
> > > >> > > > I have pushed a working prototype to my public fork
> > demonstrating
> > > >> the
> > > >> > > > BitmapType integrated with FieldRoaringBitmap32Agg. This
> > includes
> > > >> four
> > > >> > > > passing unit tests.
> > > >> > > >
> > > >> > > > The link to the prototype is available in the Google Doc, and
> > you
> > > >> can
> > > >> > > also
> > > >> > > > find it here:
> > > >> > > >
> > > >>
> https://github.com/Prajwal-banakar/fluss/tree/RoaringBitmap-prototype
> > > >> > > >
> > > >> > > > The Google Doc link remains the same. I look forward to your
> > > >> feedback.
> > > >> > > >
> > > >> > > > Best regards,
> > > >> > > >
> > > >> > > > Prajwal Banakar
> > > >> > > >
> > > >> > > >
> > > >> > > > On Sun, 1 Mar, 2026, 11:49 am Prajwal Banakar, <
> > > >> > > [email protected]
> > > >> > > > >
> > > >> > > > wrote:
> > > >> > > >
> > > >> > > > > Hi everyone,
> > > >> > > > >
> > > >> > > > > I would like to start a discussion on the proposal for
> Native
> > > >> Bitmap
> > > >> > > > > Integration & Stateless Pushdown Aggregation.
> > > >> > > > >
> > > >> > > > > This proposal enables end-to-end native support for the
> BITMAP
> > > >> type
> > > >> > in
> > > >> > > > > Fluss and integrates it with the existing aggregation merge
> > > >> engine to
> > > >> > > > > support server-side bitmap union pushdown. The goal is to
> > reduce
> > > >> > > network
> > > >> > > > > transfer and offload DISTINCT-style aggregation from Flink
> to
> > > the
> > > >> > > > > TabletServer.
> > > >> > > > >
> > > >> > > > > Key highlights of the proposal include:
> > > >> > > > >
> > > >> > > > > - Type System: Promoting BITMAP to a first-class logical
> type.
> > > >> > > > > - UDF Suite: Introducing BITMAP_BUILD, BITMAP_OR_AGG, and
> > > >> > > > > BITMAP_CARDINALITY (aligned with FLIP-556 and StarRocks
> > > >> semantics).
> > > >> > > > > - Optimizer: Planner-based pushdown via applyAggregates in
> the
> > > >> Flink
> > > >> > > > > connector.
> > > >> > > > > - Safety: No changes to LogRecordBatch or WAL, making this
> > > >> strictly
> > > >> > > > > additive and migration-free.
> > > >> > > > >
> > > >> > > > > You can find the full proposal document here:
> > > >> > > > >
> > > >> > > > >
> > > >> > > >
> > > >> > >
> > > >> >
> > > >>
> > >
> >
> https://docs.google.com/document/d/1sDhfkmo-w-UTvo2n3rsY1lytSSryswfkI83cSdka8s0/edit?usp=sharing
> > > >> > > > >
> > > >> > > > > I would appreciate feedback on the public interfaces,
> pushdown
> > > >> > > > > constraints, and overall scope.
> > > >> > > > >
> > > >> > > > > Best regards,
> > > >> > > > > Prajwal Banakar
> > > >> > > > >
> > > >> > > >
> > > >> > >
> > > >> >
> > > >>
> > > >
> > >
> >
>

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