Lightdash, an open supply enterprise intelligence (BI) platform that’s getting down to problem proprietary incumbents such as Looker, is formally launching its core business product to the general public at the moment backed by $8.4 million in funding. The seed spherical was led by Accel, with participation from Moonfire, Y Combinator (YC), Snyk founder Man Podjarny, and Gitlab CMO Ashley Kramer.
In its unique guise, Lightdash was often called Hubble when it graduated from YC’s S20 batch, with a deal with serving to firms run assessments on their knowledge warehouse to establish points with knowledge high quality. These knowledge high quality metrics, because it transpired, have been most helpful inside BI instruments, which cofounder and CEO Hamzah Chaudhary says no BI instruments in the marketplace supported. And they also pivoted the product to Lightdash and commenced engaged on the brand new undertaking full-time in Might 2021 to resolve an enormous ache level for knowledge analysts.
“Trendy knowledge analysts have gotten more and more like software program builders, however they’re caught with enterprise user-interfaces that lock in enterprise logic and sluggish them down,” Chaudhary defined to TechCrunch. “Lightdash provides productiveness instruments to analysts, which permits them to deploy BI at enterprise scales with considerably much less effort.”
Lightdash is constructed particularly for dbt, a command line-based knowledge transformation software that enables analysts to rework uncooked knowledge of their warehouse utilizing SQL and their normal textual content editor. Dbt is the “t” in “extract, load, remodel (ELT), and Lightdash in flip transforms any dbt undertaking right into a “full-stack BI platform.”
It’s price noting that Lightdash is each a front-end and a back-end. So for normal enterprise customers who won’t be familiar with SQL (e.g. advertising or finance), Lightdash serves because the visible layer for dbt, whereas within the back-end knowledge analysts and different extra technical customers can construct customized workflows and outline all of the enterprise logics for metrics and KPIs, primarily “abstracting the complexity” away of how they’re all calculated.
“Lightdash is targeted on giving knowledge analysts instruments to allow true self-serve BI for the remainder of their firm,” Chaudhary stated.

Lightdash dashboard Picture Credit: Lightdash
BI fundamentals
Enterprise intelligence, for the uninitiated, is the method of mining, integrating, and organizing disparate knowledge units to tell decision-making. Huge knowledge insights is the secret, serving to analysts draw significant conclusions, establish and visualize patterns, and predict future outcomes (e.g. gross sales forecasts).
The BI market is massive enterprise, pegged as a $23 billion industry in 2020 and predicted to surpass $33 billion by 2025, which is probably going why Google doled out greater than $2 billion to acquire Looker again in 2020, and Salesforce snapped up Tableau for more than $15 billion earlier than that.
Lightdash, for its half, serves as the principle gateway for firms trying to discover their knowledge, sporting native integrations with most of the instruments that represent the fashionable knowledge stack, from dbt by way of Snowflake, Airbyte and Fivetran.
“Lightdash is constructed to be open and built-in with the fashionable knowledge stack, not a closed system,” Chaudhary stated.

Lightdash in motion Picture Credit: Lightdash
The genesis of Lightdash will be traced again to Chaudhary and his CTO cofounder Oliver Laslett’s time collectively at UK insurtech Cytora, the place they have been charged with scaling the corporate’s knowledge analytics output.
“We noticed the massive chasm within the high quality of instruments out there to our knowledge groups versus our software program engineers, regardless that the roles being requested of our knowledge analysts have been equally technical,” Chaudhary stated.”Once we left Cytora, we knew we wished to empower knowledge analysts and knowledge groups by giving them instruments that have been more healthy for function and up-to-date. We [then] labored as knowledge consultants serving to firms arrange their knowledge stacks, and finally discovered that the weakest hyperlink within the workflow was the BI layer, as a result of BI instruments don’t combine properly with the remainder of the info stack, don’t help any knowledge developer workflows, and make it troublesome for knowledge groups to collaborate successfully.”
And this, maybe, will get to the crux of what Lightdash is making an attempt to do: it’s about serving to knowledge analysts and analytics engineers use their present instruments, akin to code editors, and permitting groups to collaborate at scale. “A platform constructed to combine with different instruments,” as Chaudhary places it.
The open supply issue
Whereas the principle Lightdash undertaking is open supply, the corporate launched a fully-managed and hosted Lightdash Cloud service in beta again in January, previous the launch of its free self-hosted Group version in June. In the present day alerts the general public beta launch of its core Cloud product, which has thus far amassed a waitlist of some 600 firms.
“We had all the time deliberate to have a business model of Lightdash, but in addition wished to make sure that the open supply product was usable too — which is why nearly your complete product function set is obtainable within the self-hosted open supply model,” Chaudhary stated.
Looker and its ilk are the plain comparisons right here, however Lightdash’s open supply credentials are one in every of its key differentiators, going a way towards ingratiating itself to SMEs and bigger enterprises. Open supply is a serious promoting level for security-conscious firms particularly, because it implies that they’ve full visibility into how their knowledge is being dealt with. It additionally means they will begin off small-scale by deploying Lightdash to only one or two groups to test-drive it earlier than increasing additional into their stack in the event that they like what they see.
“That is rather more environment friendly in comparison with proprietary BI instruments the place you usually must undergo a prolonged gross sales and procurement course of earlier than you get hands-on with the product itself,” Chaudhary stated. “For lots of enterprises and startups alike, that is the popular methodology to get began with new instruments — it has the additional advantage that being open supply, it’s already constructed to deploy on-premise if wanted, which is usually a requirement for giant enterprises.”
It is a mannequin that has yielded success for thus many startups earlier than it: an open supply basis for organizations that want full management and suppleness, with a business layer that removes a lot of the complexity and spadework for people who want it.
A fast peek throughout the aggressive panorama reveals a number of different gamers within the business open supply BI area, together with Metabase which raised a $30 million tranche of funding final 12 months, and Preset which raised around $36 million to commercialize the Apache Superset undertaking. So it’s clear there’s actual demand not just for BI, however open supply BI backed by a totally supported business service.
Lightdash is a remote-first firm, with its founders primarily based in or round London and the remainder of its 8-person staff unfold throughout Europe, although the corporate is included each within the U.S. and the U.Okay. With $8.5 million within the financial institution, which features a hitherto unannounced $2.4 million pre-seed spherical led by Moonfire, the corporate stated it’s now well-financed to expedite its hiring notably in its product staff, in addition to increase an academic program referred to as Lightdash College, which is designed to “upskill” BI groups.