Here's a PR to use "dag" as a word in the new 3.0 UI:
https://github.com/apache/airflow/pull/43325
Let me know if that's the direction we want to go.

On Wed, Oct 23, 2024 at 11:06 AM Bishundeo, Rajeshwar
<rbish...@amazon.com.invalid> wrote:

> I think Brent & Daniel summarized it best, "dag" is synonymous with
> workflows in Airflow through the way we talk and explain what Airflow is
> all about. Although folks would ask, I don’t ever use the mathematical
> definition of DAG.
> It will be challenging and possibly confusing for many users making such a
> change - I would rather direct that energy to appending the Oxford
> definition of "dag" to include a reference to workflows in Airflow. __
>
> -- Rajesh
>
>
>
>
>
>
> On 2024-10-23, 3:37 AM, "Jarek Potiuk" <ja...@potiuk.com <mailto:
> ja...@potiuk.com>> wrote:
>
>
> CAUTION: This email originated from outside of the organization. Do not
> click links or open attachments unless you can confirm the sender and know
> the content is safe.
>
>
>
>
>
>
> AVERTISSEMENT: Ce courrier électronique provient d’un expéditeur externe.
> Ne cliquez sur aucun lien et n’ouvrez aucune pièce jointe si vous ne pouvez
> pas confirmer l’identité de l’expéditeur et si vous n’êtes pas certain que
> le contenu ne présente aucun risque.
>
>
>
>
>
>
> From Guido's post:
>
>
> "Around this time the renaming seems to have been renamed".
>
>
> Naming is hard.
>
>
> J.
>
>
>
>
> On Wed, Oct 23, 2024 at 7:11 AM Omkar P <droiddev5...@gmail.com <mailto:
> droiddev5...@gmail.com>> wrote:
>
>
> > Yes, completely agree with above comments, dag is an Airflow term now
> > rather
> > than just a "directed acyclic graph". Believe it or not, I've worked with
> > work
> > folks who've been using dags in Airflow for years now and are pro devs
> but
> > have trouble remembering the full form of a DAG! For them, dag = Airflow.
> >
> > workflow, pipeline, flow are surely better terms but will be a major
> > behavior
> > change for the developer community, so we'll need a solid plan on how to
> > introduce it, when we do.
> >
> > While we discuss this, I'd like to share about the Great Renaming in core
> > Python started by Guido back in 2009. We could probably get some
> learnings
> > from there? Who knows!
> >
> > Guido's blog (2009):
> > https://python-history.blogspot.com/2009/03/great-or-grand-renaming.html
> <https://python-history.blogspot.com/2009/03/great-or-grand-renaming.html>
> > Follow-up discussion (2024):
> > https://discuss.python.org/t/finishing-the-great-renaming/54082 <
> https://discuss.python.org/t/finishing-the-great-renaming/54082>
> >
> > Cheers,
> > Omkar
> >
> > On Wed, Oct 23, 2024 at 7:10 AM Wei Lee <weilee...@gmail.com <mailto:
> weilee...@gmail.com>> wrote:
> >
> > > I think we should probably just accept it as an airflow term. At least,
> > > that’s how I understood it when I first used Airflow. I feel renaming
> it
> > at
> > > this stage would require considerable effort from maintainers and
> > existing
> > > users without providing equivalent benefits.
> > >
> > > Best,
> > > Wei
> > >
> > > > On Oct 23, 2024, at 8:01 AM, Kaxil Naik <kaxiln...@gmail.com
> <mailto:kaxiln...@gmail.com>> wrote:
> > > >
> > > > Same agreed with Brent & Daniel -- maybe we re-kindle this discussion
> > for
> > > > Airflow 4 :) -- but right now it will cause too much disruption
> > > >
> > > > On Tue, 22 Oct 2024 at 21:27, Constance Martineau
> > > > <consta...@astronomer.io.inva <mailto:consta...@astronomer.io.inva>lid>
> wrote:
> > > >
> > > >> In my experience, when you ask those with Airflow experience what a
> > dag
> > > is,
> > > >> they'll start talking about workflow attributes - stuff like dags
> > being
> > > a
> > > >> series of steps or tasks with owners. The structure doesn't come up.
> > > >>
> > > >> Echo-ing others, at this point, my vote is to embrace the name and
> > > >> de-emphasize the mathematical structure aspect.
> > > >>
> > > >> On Tue, Oct 22, 2024 at 3:47 PM Vikram Koka
> > > <vik...@astronomer.io.inva <mailto:vik...@astronomer.io.inva>lid>
> > > >> wrote:
> > > >>
> > > >>> It's an interesting discussion and I remember struggling with this
> > > when I
> > > >>> started working with Airflow.
> > > >>> But, I also agree with the viewpoint of it being an established
> > concept
> > > >> now
> > > >>> regardless of the origin.
> > > >>>
> > > >>> I am personally leaning towards the perspective best expressed by
> > > Daniel
> > > >>> Standish and Brent of using Dag as a word, rather than the computer
> > > >> science
> > > >>> concept.
> > > >>>
> > > >>> Best regards,
> > > >>> Vikram
> > > >>>
> > > >>>
> > > >>> On Tue, Oct 22, 2024 at 9:46 AM Oliveira, Niko
> > > >> <oniko...@amazon.com.inva <mailto:oniko...@amazon.com.inva>lid
> > > >>>>
> > > >>> wrote:
> > > >>>
> > > >>>> I agree with the general sentiment of: You're right Ryan, DAG
> isn't
> > > >> great
> > > >>>> and I'd rather workflow, but changing it will cause much more
> > wreckage
> > > >>> than
> > > >>>> it solves.
> > > >>>>
> > > >>>> Also agree with the idea to just move away from defining DAG. I
> > think
> > > >>>> we've been naturally doing that as a community for a while now
> > anyway,
> > > >> so
> > > >>>> that feels like a natural step.
> > > >>>>
> > > >>>> Cheers,
> > > >>>> Niko
> > > >>>>
> > > >>>> ________________________________
> > > >>>> From: Ash Berlin-Taylor <a...@apache.org <mailto:a...@apache.org>>
> > > >>>> Sent: Tuesday, October 22, 2024 9:06:39 AM
> > > >>>> To: dev@airflow.apache.org <mailto:dev@airflow.apache.org>
> > > >>>> Subject: RE: [EXT] Airflow should deprecate the term "DAG" for end
> > > >> users
> > > >>>>
> > > >>>> CAUTION: This email originated from outside of the organization.
> Do
> > > not
> > > >>>> click links or open attachments unless you can confirm the sender
> > and
> > > >>> know
> > > >>>> the content is safe.
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>> AVERTISSEMENT: Ce courrier électronique provient d’un expéditeur
> > > >> externe.
> > > >>>> Ne cliquez sur aucun lien et n’ouvrez aucune pièce jointe si vous
> ne
> > > >>> pouvez
> > > >>>> pas confirmer l’identité de l’expéditeur et si vous n’êtes pas
> > certain
> > > >>> que
> > > >>>> le contenu ne présente aucun risque.
> > > >>>>
> > > >>>>
> > > >>>>
> > > >>>> Best argument in favour of keeping “dags” as a term — getting to
> > > re-use
> > > >>>> puns like https://i.imgflip.com/1xhtwh.jpg <
> https://i.imgflip.com/1xhtwh.jpg>
> > > >>>>
> > > >>>> In all seriousness: I don’t mind either way, both sides have good
> > > >> reasons
> > > >>>> presented.
> > > >>>>
> > > >>>> -a
> > > >>>>
> > > >>>>> On 22 Oct 2024, at 17:03, Daniel Standish
> > > >>>> <daniel.stand...@astronomer.io.inva <mailto:
> daniel.stand...@astronomer.io.inva>LID> wrote:
> > > >>>>>
> > > >>>>> Yeah just say, when asked where the name comes from, "well, no
> one
> > > >>>> actually
> > > >>>>> knows but..." and then make something up.
> > > >>>>>
> > > >>>>> On Tue, Oct 22, 2024 at 8:31 AM Jarek Potiuk <ja...@potiuk.com
> <mailto:ja...@potiuk.com>>
> > > >> wrote:
> > > >>>>>
> > > >>>>>> Just to clarify - "directed acyclic graph" is the
> tongue-twister,
> > > >>>>>>
> > > >>>>>> On Tue, Oct 22, 2024 at 5:29 PM Jarek Potiuk <ja...@potiuk.com
> <mailto:ja...@potiuk.com>>
> > > >>> wrote:
> > > >>>>>>
> > > >>>>>>> I like what both Daniel and Brent wrote. I would very much want
> > to
> > > >> be
> > > >>>>>> able
> > > >>>>>>> to say just "dag" without explaining it further.
> > > >>>>>>>
> > > >>>>>>> For me every time I explain "DAG" at a talk it's a
> > tongue-twister,
> > > >>> and
> > > >>>> I
> > > >>>>>>> almost stutter on trying to recall how to pronounce it
> properly.
> > > >>>>>>>
> > > >>>>>>> J.
> > > >>>>>>>
> > > >>>>>>>
> > > >>>>>>> On Tue, Oct 22, 2024 at 5:27 PM Brent Bovenzi
> > > >>>>>> <br...@astronomer.io.inva <mailto:br...@astronomer.io.inva>lid>
> > > >>>>>>> wrote:
> > > >>>>>>>
> > > >>>>>>>> I remember we explored renaming "DAG" when starting on AIP-38
> to
> > > >>>>>> modernize
> > > >>>>>>>> the UI. Both "pipeline" or "workflow" are more descriptive of
> > what
> > > >>> one
> > > >>>>>> is
> > > >>>>>>>> actually doing while Directed Acyclic Graph is an
> implementation
> > > >>>> detail.
> > > >>>>>>>> But I agree with Daniel Standish, at this point "DAG" has
> become
> > > >>> "dag"
> > > >>>>>> , a
> > > >>>>>>>> word in its own right.
> > > >>>>>>>>
> > > >>>>>>>> Examples for "dag" are abound in community discussion, Airflow
> > > >>> Summit
> > > >>>>>>>> talks, documentation and even in the UI. Let's embrace "dag".
> A
> > > >> user
> > > >>>>>> just
> > > >>>>>>>> needs to learn one new word vs the technical concept behind
> that
> > > >>>> word. I
> > > >>>>>>>> think that is much less effort than refactoring so much code,
> > > >>>>>>>> documentation, blog posts, stack overflow questions, etc.
> > > >>>>>>>>
> > > >>>>>>>> On Tue, Oct 22, 2024 at 10:51 AM Daniel Standish
> > > >>>>>>>> <daniel.stand...@astronomer.io.inva <mailto:
> daniel.stand...@astronomer.io.inva>lid> wrote:
> > > >>>>>>>>
> > > >>>>>>>>> I am skeptical. Seems like introducing a lot of pain for
> > > >>>> questionable
> > > >>>>>>>>> benefit. But, I am def sympathetic to the idea. I agree the
> > > >>>>>>>> association
> > > >>>>>>>>> with "directed acyclic graph" is not helpful.
> > > >>>>>>>>>
> > > >>>>>>>>> And along those lines, I offer here some less invasive
> > > >> mitigations.
> > > >>>>>>>>>
> > > >>>>>>>>> One thing we can do no matter what is to de-emphasize the
> math
> > > >> nerd
> > > >>>>>>>> origins
> > > >>>>>>>>> of the name. That is to say, in docs / website / etc, *never
> > > >>> define*
> > > >>>>>>>>> airflow's "dag" concept as a directed acyclic graph. Always
> > > >> define
> > > >>>> it
> > > >>>>>>>> as a
> > > >>>>>>>>> pipeline, collection of tasks, workflow etc.
> > > >>>>>>>>>
> > > >>>>>>>>> The "directed acyclic graph" part of it is like a historical
> > > >>>> footnote,
> > > >>>>>>>> and
> > > >>>>>>>>> we could make one mention of it somewhere hidden.
> > > >>>>>>>>>
> > > >>>>>>>>> We could also start using lowercase in the docs in general
> e.g.
> > > >>>>>> writing
> > > >>>>>>>>> "dag" / "dags" instead of writing "DAG" / "DAGs" etc. The
> > upper
> > > >>> case
> > > >>>>>>>> part
> > > >>>>>>>>> of it makes it look like an acronym; but "dag" in airlfow is
> > just
> > > >>> an
> > > >>>>>>>>> airflow concept and the association with "DAGs" is not really
> > > >>>>>> unhelpful.
> > > >>>>>>>>>
> > > >>>>>>>>> In other words embrace that "dag" in airflow is its own
> thing,
> > is
> > > >>>>>>>>> *not* strictly
> > > >>>>>>>>> speaking a directed acyclic graph (which nobody knows about
> > > >>> anyway),
> > > >>>>>> and
> > > >>>>>>>>> tell them what it is in simple terms that normal people
> > > >> understand.
> > > >>>>>>>>>
> > > >>>>>>>>>
> > > >>>>>>>>> On Tue, Oct 22, 2024 at 7:27 AM Jarek Potiuk <
> ja...@potiuk.com <mailto:ja...@potiuk.com>
> > >
> > > >>>>>> wrote:
> > > >>>>>>>>>
> > > >>>>>>>>>> DAG is so embedded into what we do that it will be extremely
> > > >>>>>>>> difficult to
> > > >>>>>>>>>> get rid of it completely. Also I think it will make a lot of
> > > >>>>>> "google"
> > > >>>>>>>>>> searches and "stack overflow" searches not finding the right
> > > >>>>>> answers.
> > > >>>>>>>>> This
> > > >>>>>>>>>> is one of the strengths of Airflow - besides the community
> and
> > > >>> ideas
> > > >>>>>>>> that
> > > >>>>>>>>>> Bernd mentioned - is the vast number of examples, problems
> and
> > > >>>>>>>> solutions
> > > >>>>>>>>>> you can so easily find (and we have to remember that all the
> > AI
> > > >>>>>>>> trained
> > > >>>>>>>>> on
> > > >>>>>>>>>> past data will be also rather poorly matching queries of
> > people.
> > > >>>>>>>>>>
> > > >>>>>>>>>> I am not too attached to DAG. I could easily switch. And if
> we
> > > >> do
> > > >>> -
> > > >>>>>> I
> > > >>>>>>>>>> would be for using workflow or pipeline instead of `dag` if
> > not
> > > >>> the
> > > >>>>>>>> above
> > > >>>>>>>>>> reason, but I think I am here with Igor that it might cause
> > more
> > > >>>>>>>> problems
> > > >>>>>>>>>> than it solves.
> > > >>>>>>>>>>
> > > >>>>>>>>>> But I am not 100% against - if others will think it's a good
> > > >>> idea, I
> > > >>>>>>>> am
> > > >>>>>>>>> ok
> > > >>>>>>>>>> with it.
> > > >>>>>>>>>>
> > > >>>>>>>>>> J,
> > > >>>>>>>>>>
> > > >>>>>>>>>>
> > > >>>>>>>>>> On Tue, Oct 22, 2024 at 3:12 PM Abhishek Bhakat
> > > >>>>>>>>>> <abhishek.bha...@astronomer.io.inva <mailto:
> abhishek.bha...@astronomer.io.inva>lid> wrote:
> > > >>>>>>>>>>
> > > >>>>>>>>>>> Agreed that the word DAG makes very less sense to someone
> new
> > > >> to
> > > >>>>>>>>> workflow
> > > >>>>>>>>>>> orchestration. But it does also show the nature of being
> > > >> acyclic.
> > > >>>>>>>> Sure,
> > > >>>>>>>>>> as
> > > >>>>>>>>>>> Bas mentioned, there are ways to workaround it. Still, in
> my
> > > >>>>>>>> opinion,
> > > >>>>>>>>>> there
> > > >>>>>>>>>>> is generally no need for cyclic behavior in workflow
> > > >>>>>> orchestration.
> > > >>>>>>>>> Most
> > > >>>>>>>>>>> (*if
> > > >>>>>>>>>>> not all*) cases can be in some way can be covered using an
> > > >>> acyclic
> > > >>>>>>>>> manner
> > > >>>>>>>>>>> with multiple runs. Hence, the idempotency. So I would want
> > the
> > > >>>>>>>>> "acyclic"
> > > >>>>>>>>>>> word to stick.
> > > >>>>>>>>>>>
> > > >>>>>>>>>>> Regards,
> > > >>>>>>>>>>> Avi
> > > >>>>>>>>>>>
> > > >>>>>>>>>>> On Tue, Oct 22, 2024 at 12:41 PM <
> bernd.stroe...@kosakya.de <mailto:bernd.stroe...@kosakya.de>>
> > > >>>>>> wrote:
> > > >>>>>>>>>>>
> > > >>>>>>>>>>>> Brilliant, I am on the way to become an Airflow Fan; so
> many
> > > >> new
> > > >>>>>>>>> ideas.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> The Term DAG is misleading; it should be replaced by the
> > more
> > > >>>>>>>> general
> > > >>>>>>>>>>> Term
> > > >>>>>>>>>>>> Airflow (Workflow) Graph (AFG) or Airflow (Petri) Net
> (AFN)
> > > >>>>>> (maybe
> > > >>>>>>>>>>> without
> > > >>>>>>>>>>>> a direction);
> > > >>>>>>>>>>>> and ... these Graphs should be stored in a Graph Database.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Every Node or Sup-Graph of an Airflow Graph (AFG) might be
> > > >>>>>>>> assigned
> > > >>>>>>>>> to
> > > >>>>>>>>>> an
> > > >>>>>>>>>>>> executable (Python-, Rust-, ... ) member of a library.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> A running Graph might have a different structure than a
> > > >>>>>>>> configuration
> > > >>>>>>>>>>>> Graph.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Forget that if you think it's bullshit.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Best Regards
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Bernd Ströhle
> > > >>>>>>>>>>>> M: +49 171 5357916
> > > >>>>>>>>>>>> E: bernd.stroe...@gmail.com <mailto:
> bernd.stroe...@gmail.com>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> -----Original Message-----
> > > >>>>>>>>>>>> From: Igor Kholopov <ikholo...@google.com.inva <mailto:
> ikholo...@google.com.inva>LID>
> > > >>>>>>>>>>>> Sent: Tuesday, October 22, 2024 12:02 PM
> > > >>>>>>>>>>>> To: dev@airflow.apache.org <mailto:dev@airflow.apache.org
> >
> > > >>>>>>>>>>>> Subject: Re: Airflow should deprecate the term "DAG" for
> end
> > > >>>>>> users
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Even though the term "DAG" is clearly suboptimal, it is
> part
> > > >> of
> > > >>>>>>>>> Airflow
> > > >>>>>>>>>>>> DAG definition interface at so many levels, that any
> attempt
> > > >> to
> > > >>>>>>>>> change
> > > >>>>>>>>>> it
> > > >>>>>>>>>>>> will only introduce more chaos, not reduce it. The only
> > thing
> > > >>>>>>>> that is
> > > >>>>>>>>>>> worse
> > > >>>>>>>>>>>> than a poorly chosen name in the code is when there are
> two
> > > >> ways
> > > >>>>>>>> to
> > > >>>>>>>>>>> define
> > > >>>>>>>>>>>> the same thing. Countless articles and tutorials will
> > suddenly
> > > >>>>>>>> become
> > > >>>>>>>>>>>> confusing as they all refer to workflows as "DAG"s.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> We are already at risk of scaring the users away with a
> > number
> > > >>>>>> of
> > > >>>>>>>>>>> breaking
> > > >>>>>>>>>>>> changes in Airflow 3, promising even more breaking changes
> > for
> > > >>>>>> the
> > > >>>>>>>>> most
> > > >>>>>>>>>>>> basic things is not something that people are looking for.
> > > >>>>>>>> Attempting
> > > >>>>>>>>>> to
> > > >>>>>>>>>>>> change the fundamental terms will be interpreted as an
> even
> > > >>>>>>>> stronger
> > > >>>>>>>>>>> signal
> > > >>>>>>>>>>>> of project immaturity.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Given that, I oppose the idea of changing the term in the
> > long
> > > >>>>>>>> run. I
> > > >>>>>>>>>>> even
> > > >>>>>>>>>>>> stricter oppose the idea of deprecating it in the DAG
> > > >> definition
> > > >>>>>>>>>>> interface.
> > > >>>>>>>>>>>> We better put our time and efforts in other places in
> > Airflow,
> > > >>>>>> of
> > > >>>>>>>>> which
> > > >>>>>>>>>>>> there are plenty.
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> Kind regards,
> > > >>>>>>>>>>>> Igor
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> On Tue, Oct 22, 2024 at 10:36 AM Bas Harenslak
> > > >>>>>>>>>> <b...@astronomer.io.inva <mailto:b...@astronomer.io.inva>lid
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>> wrote:
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>>> Couple of thoughts:
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>> 1. The boundaries/properties of “DAG” have already faded
> > over
> > > >>>>>>>> time,
> > > >>>>>>>>>>>>> for example there are now several ways to create cyclic
> > > >>>>>> graphs,
> > > >>>>>>>>> e.g.
> > > >>>>>>>>>>>>> using the @continuous schedule. I imagine these
> properties
> > > >>>>>>>>> vanishing
> > > >>>>>>>>>>>>> even more in the future, so from that perspective I
> support
> > > >>>>>>>>> changing
> > > >>>>>>>>>>>>> “DAG" to a more generic name.
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>> 2. How other orchestration frameworks do naming:
> > > >>>>>>>>>>>>> Dagster: pipeline
> > > >>>>>>>>>>>>> Prefect: flow
> > > >>>>>>>>>>>>> Flyte: workflow
> > > >>>>>>>>>>>>> Temporal: workflow
> > > >>>>>>>>>>>>> Kestra: flow
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>> I think “workflow” is the most fitting name.
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>> 3. Given the large impact of this change, I suggest
> > defining
> > > >> a
> > > >>>>>>>>> clear
> > > >>>>>>>>>>>>> path forward. Would we first introduce the deprecation in
> > > >>>>>>>> Airflow
> > > >>>>>>>>> 3,
> > > >>>>>>>>>>>>> and remove “DAG” in Airflow 4?
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>> Bas
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>>> On 22 Oct 2024, at 09:22, Neil <neil4r...@gmail.com
> <mailto:neil4r...@gmail.com>>
> > wrote:
> > > >>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>> I don't see a problem with the term DAG, especially when
> > > >>>>>> most
> > > >>>>>>>>> other
> > > >>>>>>>>>>>>>> platforms embrace the term wholeheartedly.
> > > >>>>>>>>>>>>>> I don't see anything intimidating or confusing about it
> at
> > > >>>>>>>> all,
> > > >>>>>>>>>>>>>> changing the term though would be fairly confusing to
> most
> > > >>>>>>>> users
> > > >>>>>>>>>> who
> > > >>>>>>>>>>>>>> have been
> > > >>>>>>>>>>>>> using
> > > >>>>>>>>>>>>>> the term for years.
> > > >>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 1:18 AM Tzu-ping Chung
> > > >>>>>>>>>>>>>> <t...@astronomer.io.inva <mailto:t...@astronomer.io.inva
> >lid
> > > >>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>> wrote:
> > > >>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>> I totally agree with doing away with the term DAG. The
> > only
> > > >>>>>>>>>> problem
> > > >>>>>>>>>>>>> (aside
> > > >>>>>>>>>>>>>>> from actually telling people—including myself—to stop
> > using
> > > >>>>>>>> the
> > > >>>>>>>>>>>>>>> term)
> > > >>>>>>>>>>>>> is to
> > > >>>>>>>>>>>>>>> come up with a reasonable alternative.
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>> I can’t recall who, but someone mentioned “workflow” is
> > not
> > > >>>>>>>> very
> > > >>>>>>>>>>>>> accurate
> > > >>>>>>>>>>>>>>> for Airflow. The term “definition” was proposed, but
> > it’s a
> > > >>>>>>>> bit
> > > >>>>>>>>>>>>>>> broad; I tried to use it in a few places and kept
> finding
> > > >>>>>>>> myself
> > > >>>>>>>>>>>>>>> doubting “what definition?” and wanting to clarify “DAG
> > > >>>>>>>>>> definition”
> > > >>>>>>>>>>>>>>> (defeating the purpose).
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>> TP
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> On 22 Oct 2024, at 13:07, Jens Scheffler
> > > >>>>>>>>>>>>>>>> <j_scheff...@gmx.de.inva <mailto:
> j_scheff...@gmx.de.inva>LID>
> > > >>>>>>>>>>>>>>> wrote:
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> Hi Ryan,
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> Thanks for posting. I share the exactly same
> > observation,
> > > >>>>>>>> had a
> > > >>>>>>>>>>>>>>>> short
> > > >>>>>>>>>>>>>>> laight because the DAG question is always an
> introduction
> > > >>>>>> if
> > > >>>>>>>>>>>>>>> someone
> > > >>>>>>>>>>>>> joins
> > > >>>>>>>>>>>>>>> the party. I think a global renaming makes sense.
> > > >>>>>> Especially
> > > >>>>>>>>> when
> > > >>>>>>>>>>>>>>> we
> > > >>>>>>>>>>>>> also
> > > >>>>>>>>>>>>>>> rename Dataset to Asset this is also a reasonable step.
> > > >>>>>>>> Concepts
> > > >>>>>>>>>>>>>>> still
> > > >>>>>>>>>>>>> can
> > > >>>>>>>>>>>>>>> stay the same.
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> So I hope I don‘t need to join hiding below the desk
> > with
> > > >>>>>>>> you
> > > >>>>>>>>> and
> > > >>>>>>>>>>>>>>>> +1
> > > >>>>>>>>>>>>> for
> > > >>>>>>>>>>>>>>> raising the discussion.
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> Technically we can still think if we keep details of
> > > >>>>>> python
> > > >>>>>>>>> names
> > > >>>>>>>>>>>>>>>> the
> > > >>>>>>>>>>>>>>> same because the execution is still a DAG… but user
> > facing
> > > >>>>>> it
> > > >>>>>>>>> is a
> > > >>>>>>>>>>>>> workflow.
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> Jens
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>> Sent from my Smartphone
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> On 21. Oct 2024, at 23:56, Ryan Hatter <
> > > >>>>>>>>>> ryan.hat...@astronomer.io <mailto:ryan.hat...@astronomer.io
> >
> > > >>>>>>>>>>>>> .invalid>
> > > >>>>>>>>>>>>>>> wrote:
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> Everyone please sheathe your swords... at least for
> > now.
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> The term "DAG" has very little meaning to Airflow
> > users.
> > > >>>>>>>>> Indeed,
> > > >>>>>>>>>>>>>>>>> it
> > > >>>>>>>>>>>>> has
> > > >>>>>>>>>>>>>>>>> little meaning outside of some mathematicians and
> > > >>>>>> software
> > > >>>>>>>>>>>>>>>>> engineers
> > > >>>>>>>>>>>>> for
> > > >>>>>>>>>>>>>>>>> whom the properties of a DAG actually matter. For
> > someone
> > > >>>>>>>> new
> > > >>>>>>>>> to
> > > >>>>>>>>>>>>>>>>> data engineering or workflow orchestration, one of
> the
> > > >>>>>>>> first
> > > >>>>>>>>>>>>>>>>> questions they
> > > >>>>>>>>>>>>>>> will
> > > >>>>>>>>>>>>>>>>> likely have is, "what on earth is a DAG?" The answer
> is
> > > >>>>>>>> almost
> > > >>>>>>>>>>>>>>>>> always, "It's a directed acyclic graph. You don't
> need
> > to
> > > >>>>>>>>> worry
> > > >>>>>>>>>>>>>>>>> about what
> > > >>>>>>>>>>>>> that
> > > >>>>>>>>>>>>>>>>> means; it's just a term for your workflow."
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> The term "DAG" is problematic for at least a couple
> > > >>>>>>>> important
> > > >>>>>>>>>>>> reasons:
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> *Complexity for New Users*: As mentioned above, "DAG"
> > is
> > > >>>>>>>>>>>>>>>>> unnecessarily intimidating and confusing. We want
> > Airflow
> > > >>>>>>>> to
> > > >>>>>>>>> be
> > > >>>>>>>>>>>>>>>>> approachable, and
> > > >>>>>>>>>>>>>>> using
> > > >>>>>>>>>>>>>>>>> technical jargon like "DAG" right off the bat creates
> > an
> > > >>>>>>>>> initial
> > > >>>>>>>>>>>>>>> barrier to
> > > >>>>>>>>>>>>>>>>> understanding.
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> *Disconnect Between DAG and Workflow Concepts*: The
> DAG
> > > >>>>>> is
> > > >>>>>>>>> just
> > > >>>>>>>>>>>>>>>>> one component of an Airflow workflow. The workflow
> > > >>>>>> includes
> > > >>>>>>>>> its
> > > >>>>>>>>>>>>>>>>> schedule, retries, timeouts, a dozen other
> parameters,
> > > >>>>>> and
> > > >>>>>>>>> other
> > > >>>>>>>>>>>>>>>>> metadata that
> > > >>>>>>>>>>>>> the
> > > >>>>>>>>>>>>>>>>> DAG component doesn’t account for.
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> Consider the following from the Airflow homepage
> > > >>>>>>>>>>>>>>>>> <https://airflow.apache.org/> <
> https://airflow.apache.org/&gt;>.
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> Apache Airflow® is a platform created by the
> community
> > to
> > > >>>>>>>>>>>>>>> programmatically
> > > >>>>>>>>>>>>>>>>> author, schedule and monitor workflows.
> > > >>>>>>>>>>>>>>>>> Then, if we look at the "What is Airflow?" docs page
> > > >>>>>>>>>>>>>>>>> <
> > > >>>>>>>>>>
> > > >> https://airflow.apache.org/docs/apache-airflow/stable/index.html <
> https://airflow.apache.org/docs/apache-airflow/stable/index.html>
> > > >>>>>>>>>>>>>>>>>> ,
> > > >>>>>>>>>>>>> we
> > > >>>>>>>>>>>>>>> can
> > > >>>>>>>>>>>>>>>>> see that the docs explain what Airflow is without
> using
> > > >>>>>>>> "DAG."
> > > >>>>>>>>>>>>>>>>> It's
> > > >>>>>>>>>>>>>>> only in
> > > >>>>>>>>>>>>>>>>> the *workflow* Python code that the term is
> introduced
> > > >>>>>> out
> > > >>>>>>>> of
> > > >>>>>>>>>>>>>>>>> nowhere
> > > >>>>>>>>>>>>>>> as a
> > > >>>>>>>>>>>>>>>>> comment that awkwardly tries to explain it:
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> # A DAG represents a workflow, a collection of tasks
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> It makes sense to not refer to DAGs in these
> > > >>>>>> introductions
> > > >>>>>>>> to
> > > >>>>>>>>>>>>>>>>> Airflow, because *Airflow doesn't orchestrate DAGs;
> it
> > > >>>>>>>>>>> orchestrates
> > > >>>>>>>>>>>> workflows*.
> > > >>>>>>>>>>>>>>> The
> > > >>>>>>>>>>>>>>>>> DAG is the model that, for reasons irrelevant to
> almost
> > > >>>>>>>> every
> > > >>>>>>>>>>>>>>>>> user, workflows must adhere to.
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> So, I propose at least adding an alias for the term
> > "DAG"
> > > >>>>>>>> and
> > > >>>>>>>>>>>>>>>>> updating documentation to replace "DAG" with
> > "workflow".
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> For example, instead of...
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> @dag(
> > > >>>>>>>>>>>>>>>>> schedule="@daily",
> > > >>>>>>>>>>>>>>>>> ...
> > > >>>>>>>>>>>>>>>>> dagrun_timeout=timedelta(hours=1)
> > > >>>>>>>>>>>>>>>>> )
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> Users could do...
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> @workflow(
> > > >>>>>>>>>>>>>>>>> schedule="@daily",
> > > >>>>>>>>>>>>>>>>> ...
> > > >>>>>>>>>>>>>>>>> run_timeout=timedelta(hours=1)
> > > >>>>>>>>>>>>>>>>> )
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>> And with that... I will start running away.
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>
> > > >> ------------------------------------------------------------------
> > > >>>>>>>>>>>>>>>> --- To unsubscribe, e-mail:
> > > >>>>>>>> dev-unsubscr...@airflow.apache.org <mailto:
> dev-unsubscr...@airflow.apache.org>
> > > >>>>>>>>>>>>>>>> For additional commands, e-mail:
> > > >>>>>>>> dev-h...@airflow.apache.org <mailto:
> dev-h...@airflow.apache.org>
> > > >>>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>
> > > >>> -------------------------------------------------------------------
> > > >>>>>>>>>>>>>>> -- To unsubscribe, e-mail:
> > > >>>>>>>> dev-unsubscr...@airflow.apache.org <mailto:
> dev-unsubscr...@airflow.apache.org>
> > > >>>>>>>>>>>>>>> For additional commands, e-mail:
> > > >>>>>> dev-h...@airflow.apache.org <mailto:dev-h...@airflow.apache.org
> >
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>>>
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>>
> > > >>>>>>>>
> > > >>>
> ---------------------------------------------------------------------
> > > >>>>>>>>>>>> To unsubscribe, e-mail:
> dev-unsubscr...@airflow.apache.org <mailto:
> dev-unsubscr...@airflow.apache.org>
> > > >>>>>>>>>>>> For additional commands, e-mail:
> > dev-h...@airflow.apache.org <mailto:dev-h...@airflow.apache.org>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>>
> > > >>>>>>>>>>>
> > > >>>>>>>>>>
> > > >>>>>>>>>
> > > >>>>>>>>
> > > >>>>>>>
> > > >>>>>>
> > > >>>>
> > > >>>>
> > > >>>
> > > >>
> > >
> > >
> > > ---------------------------------------------------------------------
> > > To unsubscribe, e-mail: dev-unsubscr...@airflow.apache.org <mailto:
> dev-unsubscr...@airflow.apache.org>
> > > For additional commands, e-mail: dev-h...@airflow.apache.org <mailto:
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> > >
> > >
> >
>
>
>
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