The following discussion and analysis of our financial condition and results of
operations should be read in conjunction with our unaudited condensed
consolidated financial statements and the related notes included elsewhere in
this Quarterly Report on Form 10-Q. You should review the section titled
"Special Note Regarding Forward-Looking Statements" above in this Quarterly
Report on Form 10-Q for a discussion of forward-looking statements and important
factors that could cause actual results to differ materially from the results
described in or implied by the forward-looking statements contained in the
following discussion and analysis. Factors that could cause or contribute to
such differences include, but are not limited to, those identified below, and
those discussed in the section titled "Risk Factors" in this Quarterly Report on
Form 10-Q. Our historical results are not necessarily indicative of the results
that may be expected for any period in the future.

Overview



We believe in an innovative world powered by software. To realize this vision,
we pioneered The DevSecOps Platform, our fundamentally new approach to DevSecOps
consisting of a single codebase and interface with a unified data model. The
DevSecOps Platform allows everyone to contribute to build better software
rapidly, efficiently, and securely.

Today, every industry, business, and function within a company is dependent on
software. To remain competitive and survive, nearly all companies must digitally
transform and become experts at building and delivering software.

GitLab is The DevSecOps Platform, a single application that brings together
development, security, operations, IT, and business teams to deliver desired
business outcomes. Having all teams on a single application with a single
interface represents a step function change in how organizations plan, build,
secure, and deliver software.

The DevSecOps Platform accelerates our customers' ability to create business
value and innovate by reducing their software development cycle times from weeks
to minutes. It removes the need for point tools and delivers enhanced
operational efficiency by eliminating manual work, increasing productivity, and
creating a culture of innovation and velocity. The DevSecOps Platform also
embeds security earlier into the development process, improving our customers'
software security, quality, and overall compliance.

The DevSecOps Platform is available to any company, regardless of the size,
scope, and complexity of their deployment. As a result, we have a large number
of customers on paid trials or with single-digit users. For purposes of
determining the number of our active customers, we look at our customers with
more than $5,000 of Annual Recurring Revenue, or ARR, in a given period, who we
refer to as our Base Customers. For purposes of determining our Base Customers,
a single organization with separate subsidiaries, segments, or divisions that
use The DevSecOps Platform is considered a single customer for determining each
organization's ARR. Our company exists today in large part thanks to the vast
and growing community of open source contributors around the world. We actively
work to grow open source community engagement by operating with intentional
transparency. We make our strategy, direction, and product roadmap available to
the wider community, where we encourage and solicit their feedback. By making
information public, we make it easier to solicit contributions and collaboration
from our users and customers. See the section entitled "-Key Business
Metrics-Dollar-Based Net Retention Rate and ARR" below for additional
information about how we define ARR.

We make our plans available through our self-managed and software-as-a-service,
or SaaS offering. For our self-managed offering, the customer installs The
DevSecOps Platform in their own private or hybrid cloud environment. For our
SaaS offering, the platform is managed by GitLab and hosted either in the public
cloud or in a private cloud based on the customer's preference.

Impact of COVID-19


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The COVID-19 pandemic has caused general business disruption worldwide. While we
have experienced and may continue to experience a modest adverse impact on
certain parts of our business, including a lengthening in the sales cycle for
some prospective customers and delays in the delivery of professional services
and trainings to customers, our results of operations, cash flows, and financial
condition have not been adversely impacted to date. However, as certain
customers or partners experience downturns or uncertainty in their own business
operations or revenue resulting from the spread of COVID-19, they may continue
to decrease or delay their spending, request pricing discounts, or seek
renegotiations of their contracts, any of which may result in decreased revenue
and cash receipts for us. In addition, we may experience customer losses,
including due to bankruptcy or customers ceasing operations, which may result in
an inability to collect accounts receivable from these customers. The full
extent to which the COVID-19 pandemic will directly or indirectly impact our
business, results of operations, cash flows, and financial condition will depend
on future developments that are highly uncertain and cannot be accurately
predicted.

The global impact of COVID-19 continues to rapidly evolve, and we will continue
to monitor the situation and the effects on our business and operations closely.
We do not yet know the full extent of potential impacts on our business or
operations or on the global economy as a whole, particularly if the COVID-19
pandemic continues and persists for an extended period of time. See Part II,
Item 1A, "Risk Factors" in this Quarterly Report on Form 10-Q. Given the
uncertainty, we cannot reasonably estimate the impact on our future results of
operations, cash flows, or financial condition.

Factors Affecting Our Performance

Sustaining innovation and technology leadership



We believe we have built a highly differentiated platform that gives us an
advantage over our competitors by empowering business, development, security,
operations, and IT teams to collaborate in a single application across the
entire DevSecOps lifecycle. Our technology leadership is an outcome of various
factors, including our strong community, network of contributors, and continued
enhancement of The DevSecOps Platform by developing new features and expanding
the functionality of existing features with speed and consistency. We have had a
history of releasing enhancements to The DevSecOps Platform on the 22nd of every
month and, as of October 31, 2022, had done so for the last 133 months. We
intend to continue releasing new software at this cadence.

We also intend to continue investing in research and development to further
enhance The DevSecOps Platform and sustain our innovation and technology
leadership. We have a history of investing in our open source community and
intend to continue to leverage our open core software to accelerate innovation.
We also intend to continue to add headcount to our research and development team
and support functions to extend the functionality and range of The DevSecOps
Platform by bringing new and improved products and services to our customers.

We expect our research and development expenses to increase on an absolute basis
in future periods. We foresee that such investment in research and development
will contribute to our long-term growth, but will also negatively impact our
short-term profitability. As engaged members of the GitLab open-source
community, our contributors often serve as subject matter experts at
market-leading developer events and The DevSecOps Platform is presented on the
cutting edge of innovation. We intend to continue to invest in building out this
community to foster more contributions and collaboration in the space. Our open
source community, in turn, accelerates our ability to innovate and provide a
better platform to our customers. We intend to expend additional resources in
the future to continue enhancing The DevSecOps Platform and introducing new
products, features and functionality.

Acquiring New Customers



Our future growth depends in large part on our ability to acquire new customers.
This, in turn, relies on our ability to reach teams and organizations through
our marketing and sales efforts. To this end, we are making significant
investments in our sales and marketing efforts to expand our reach and
differentiate

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The DevSecOps Platform from competitive products and services. We believe that
eventually the vast majority of organizations will switch to a DevSecOps
platform and embrace a single application approach, creating a substantial
opportunity to continue to grow our customer base. As a result, our Base
Customers increased to 6,469 as of October 31, 2022 from 4,057 as of October 31,
2021, an increase of 59%, our $100,000 ARR customers increased to 638 as of
October 31, 2022 from 427 as of October 31, 2021, an increase of 49%. See the
section entitled "-Key Business Metrics-Dollar-Based Net Retention Rate and ARR"
below for information about how we define ARR.

Our operating results and growth prospects will depend in part on our ability to
attract new customers. While we believe we have a significant market opportunity
that The DevSecOps Platform addresses, we will need to continue to invest in
sales and marketing, research and development, and customer support to further
grow our customer base, both in the United States and internationally. We
believe that our estimated 30 million registered users, which includes users of
our free tier offering, provides a base of potential new customers. We intend to
continue to add headcount to our global sales and marketing team to acquire new
customers and to increase sales to existing customers. While we cannot predict
customer adoption rates and demand, the future growth rate and size of the
market for DevOps platforms, or the introduction of competitive products and
services, our business and operating results will be significantly affected by
the degree and speed with which organizations adopt The DevSecOps Platform.

Retaining and Expanding Our Existing Customers



We employ a "land and expand" business strategy that focuses on efficiently
acquiring new customers and growing our relationships with existing customers
over time. We believe that as our customers realize the benefits of a single
application approach, they will increase the use of The DevSecOps Platform,
enhancing our ability to expand revenue generation within our existing customers
over time. As a result of our approach, as of October 31, 2022 and 2021, our
Dollar-Based Net Retention Rate were above 130%. See the section entitled "-Key
Business Metrics-Dollar-Based Net Retention Rate and ARR" below for information
about how we define Dollar-Based Net Retention Rate.

We plan to continue investing in sales and marketing, with a focus on expansion
of The DevSecOps Platform with Base Customers. We believe that this expansion
will provide us with substantial operating leverage because the costs to expand
sales within existing customers are significantly less than the costs to acquire
new customers. Our future revenue growth and our ability to achieve and maintain
profitability is dependent upon our ability to continue landing new customers,
expanding the adoption of The DevSecOps Platform by additional users within
their organizations, and upgrading customers to higher-priced tiers. Ultimately,
our ability to increase sales to existing customers will depend on several
factors, including our customers' satisfaction with The DevSecOps Platform, our
pricing, competition, and overall changes in our customers' spending levels.

Partnerships, Alliances, Channels, and Integrations



We believe that our further growth depends in part on our ability to build and
maintain successful partnerships, alliances, channels and integrations. We are
continuously investing in developing a strong ecosystem and partner network,
comprised of cloud and technology partners, resellers, and system integrators,
as a way to expand our go-to-market strategy. We plan to continue investing in
and developing these relationships to broaden our distribution footprint and
drive greater awareness of our brand and The DevSecOps Platform. We believe that
these partnerships will extend our sales reach and provide product and
technology integrations that will accelerate implementation of The DevSecOps
Platform in the United States and internationally, although investing in these
relationships can be time consuming and costly. While expending resources in
developing these partnerships and alliances may adversely impact our short-term
profitability, we believe these investments will lead to longer term growth for
the business as a whole.

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Continuing to Scale our Business



We plan to continue investing in our business so that we can capitalize on our
market opportunity. We believe that these investments will contribute to our
long-term growth, although they may adversely affect our operating results in
the near term. Furthermore, we expect our general and administrative expenses to
increase in absolute amount for the foreseeable future given the additional
expenses for accounting, compliance, and investor relations as a public company.
While we expect these investments will contribute to our long-term growth, they
may adversely affect our profitability in the near term, until such time as we
are able to sufficiently grow our number of customers and increase the value of
ARR with existing customers. We plan to balance these investments in future
growth with a continued focus on managing our operating results.

Key Business Metrics

We monitor the following key metrics to help us evaluate our business, identify trends affecting our business, formulate business plans, and make strategic decisions.

Dollar-Based Net Retention Rate and ARR



We believe that our ability to retain and expand our revenue generated from our
existing customers is an indicator of the long-term value of our customer
relationships and our potential future business opportunities. Dollar-Based Net
Retention Rate measures the percentage change in our ARR derived from our
customer base at a point in time. Our calculation of ARR and by extension
Dollar-Based Net Retention Rate, includes both self-managed and SaaS
subscription revenue. We report Dollar-Based Net Retention Rate on a threshold
basis of 130% each quarter, and provide a tighter threshold as of each fiscal
year end.

We calculate ARR by taking the monthly recurring revenue, or MRR, and
multiplying it by 12. MRR for each month is calculated by aggregating, for all
customers during that month, monthly revenue from committed contractual amounts
of subscriptions, including our self-managed and SaaS offerings but excluding
professional services. We calculate Dollar-Based Net Retention Rate as of a
period end by starting with our customers as of the 12 months prior to such
period end, or the Prior Period ARR. We then calculate the ARR from these
customers as of the current period end, or the Current Period ARR. The
calculation of Current Period ARR includes any upsells, price adjustments, user
growth within a customer, contraction, and attrition. We then divide the total
Current Period ARR by the total Prior Period ARR to arrive at the Dollar-Based
Net Retention Rate.

                                        As of October 31,
                                      2022              2021
Dollar-Based Net Retention Rate       > 130%             >130%


Customers with ARR of $100,000 or More



We believe that our ability to increase the number of $100,000 ARR customers is
an indicator of our market penetration and strategic demand for The DevSecOps
Platform. A single organization with separate subsidiaries, segments, or
divisions that use The DevSecOps Platform is considered a single customer for
determining each organization's ARR. We do not count our reseller or distributor
channel partners as customers. In cases where customers subscribe to The
DevSecOps Platform through our channel partners, each end customer is counted
separately.

                               As of October 31,
                             2022              2021
$100,000 ARR customers      638               427


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Components of Our Results of Operations

Revenue

Subscription - self-managed and SaaS

Our self-managed and SaaS subscriptions consist of support, maintenance, upgrades and updates on a when-and-if-available basis. Revenue for support and maintenance is recognized ratably over the contract period based on the stand-ready nature of these subscription elements.



Our SaaS subscriptions provide access to our latest managed version of our
product hosted in a public or private cloud. Revenue from our SaaS offerings is
recognized ratably over the contract period when the performance obligation is
satisfied. The typical term of a subscription contract for self-managed or SaaS
offering is one to three years.

License - self-managed and other



The license component of our self-managed subscriptions reflects the revenue
recognized by providing customers with access to proprietary software features.
License revenue is recognized up front when the software license is made
available to our customer.

Other revenue consists of professional services revenue which is primarily
derived from fixed fee offerings which are subject to customer acceptance. Given
our limited history of providing professional services, uncertainty exists about
customer acceptance and therefore, control is presumed to transfer upon
confirmation from the customer, as defined in each professional services
contract. Accordingly, revenue is recognized upon satisfaction of all
requirements per the applicable contract. Revenue from professional services
provided on a time and material basis is recognized over the periods services
are delivered. Revenue from professional services accounted for 2% of our total
revenue for each of the three and nine months ended October 31, 2022. Revenue
from professional services accounted for 3% and 2% of our total revenue for the
three and nine months ended October 31, 2021, respectively.

Cost of Revenue

Subscription - self-managed and SaaS



Cost of revenue for self-managed and SaaS subscriptions consists primarily of
allocated cloud-hosting costs paid to third-party service providers,
personnel-related costs, including stock-based compensation expenses, associated
with our customer support personnel, including contractors, and allocated
overhead. We expect our cost of revenue for self-managed and SaaS subscriptions
to increase in absolute dollars as our self-managed and SaaS subscription
revenue increases. As our SaaS offering makes up an increasing percentage of our
total revenue, we expect to see increased associated cloud-related costs, such
as hosting and managing costs, which may adversely impact our gross margins.

License - self-managed and other

Cost of self-managed license sales includes personnel-related expenses, including stock-based compensation expenses. Other costs of sales include professional services, personnel-related costs associated with our customer support personnel, including contractors, and allocated overhead.

Operating Expenses



Our operating expenses consist of sales and marketing, research and development
and general and administrative expenses. Personnel-related expenses are the most
significant component of operating expenses and consist of salaries, benefits,
bonuses, stock-based compensation, and sales commissions. Operating expenses
also include IT overhead costs.

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Sales and Marketing



Sales and marketing expenses consist primarily of personnel-related expenses
associated with our sales and marketing personnel, advertising, travel and
entertainment related expenses, branding and marketing events, promotions,
software subscriptions, and our hosting expenses for our free tier. Sales and
marketing expenses also include sales commissions paid to our sales force. Such
costs are capitalized and amortized over an estimated period of benefit of three
years, and any such expenses paid for the renewal of a subscription are
capitalized and amortized over the contractual term of the renewal. Costs for
commissions that are incremental to obtain a self-managed license contract are
expensed immediately.

We expect sales and marketing expenses to increase in absolute dollars as we
continue to make significant investments in our sales and marketing organization
to drive additional revenue, further penetrate the market, and expand our global
customer base, but to decrease as a percentage of our total revenue over time,
although our sales and marketing expenses may fluctuate as a percentage of our
total revenue from period-to-period depending on the timing of these expenses.

Research and Development



Research and development expenses consist primarily of personnel-related
expenses, including contractors, as well as third-party cloud infrastructure
expenses to support our internal development efforts, allocated overhead
associated with developing new features or enhancing existing features, and
software and subscription services. Costs related to research and development
are expensed as incurred.

We expect research and development expenses to increase in absolute dollars as
we continue to increase investments in our existing products and services.
However, we anticipate research and development expenses to decrease as a
percentage of our total revenue over time, although our research and development
expenses may fluctuate as a percentage of our total revenue from
period-to-period depending on the timing of these expenses.

General and Administrative



General and administrative expenses consist primarily of personnel-related
expenses for our executives, finance, legal, and human resources. General and
administrative expenses also include external legal, accounting, director and
officer insurance, as well as other consulting and professional services fees,
software and subscription services, other corporate expenses, and certain
contract termination fees.

We have incurred and expect to incur additional expenses as a result of
operating as a public company, including costs to comply with the rules and
regulations applicable to companies listed on a national securities exchange,
costs related to compliance and reporting obligations, and increased expenses
for insurance, investor relations, and professional services. We expect that our
general and administrative expenses will increase in absolute dollars as our
business grows but will decrease as a percentage of our total revenue over time,
although our general and administrative expenses may fluctuate as a percentage
of our total revenue from period-to-period depending on the timing of these
expenses.

Interest Income, and Other Income (Expense), Net

Interest income consists primarily of interest earned on our cash equivalents and short-term investments.

Other income (expense), net consists primarily of the gain from the deconsolidation of a subsidiary, as well as foreign currency transaction gains and losses.

Loss from Equity Method Investment, Net of Tax


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Loss from equity method investment, net of tax consists of our share of losses from the results of operations of Meltano Inc., net of tax.

Provision for (Benefit from) Income Taxes



Provision for (benefit from) income taxes consists primarily of income taxes in
the foreign and state jurisdictions in which we conduct business. We maintain a
full valuation allowance against our deferred tax assets in certain
jurisdictions because we have concluded that it is not more likely than not that
the deferred tax assets will be realized.

Results of Operations



The following table sets forth our results of operations for the periods
presented (in thousands):

                                                    Three Months Ended October 31,                 Nine Months Ended October 31,
                                                      2022                    2021                   2022                   2021
Revenue:
Subscription-self-managed and SaaS             $         98,435          $  

59,774 $ 264,294 $ 156,542 License-self-managed and other

                           14,546                7,026                    37,135              18,315
Total revenue                                           112,981               66,800                   301,429             174,857
Cost of revenue:(1)
Subscription-self-managed and SaaS                       11,113                5,608                    29,717              16,366
License-self-managed and other                            3,451                1,587                     7,725               4,446
Total cost of revenue                                    14,564                7,195                    37,442              20,812
Gross profit                                             98,417               59,605                   263,987             154,045
Operating expenses:
Sales and marketing(1)                                   81,080               50,543                   228,479             133,562
Research and development(1)                              41,113               24,664                   112,463              68,607
General and administrative(1)                            33,186               16,939                    88,182              40,276
Total operating expenses                                155,379               92,146                   429,124             242,445
Loss from operations                                    (56,962)             (32,541)                 (165,137)            (88,400)
Interest income                                           4,657                  127                     8,247                 226
Other income (expense), net(2)                            2,661              (10,209)                   22,609             (21,252)
Loss before income taxes and loss from equity
method investment                                       (49,644)             (42,623)                 (134,281)           (109,426)
Loss from equity method investment, net of tax             (756)                   -                    (1,775)                  -
Provision for (benefit from) income taxes                    65                 (875)                    2,519               1,370
Net loss                                       $        (50,465)         $  

(41,748) $ (138,575) $ (110,796) Net loss attributable to noncontrolling interest(3)

                                              (2,010)                (521)                   (4,997)             (1,443)
Net loss attributable to GitLab                $        (48,455)         $   (41,227)         $       (133,578)         $ (109,353)


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(1)Includes stock-based compensation expense as follows:



                                           Three Months Ended October 31,                Nine Months Ended October 31,
                                             2022                    2021                   2022                  2021

                                                                         (in thousands)
Cost of revenue                       $          1,248          $       331          $         3,623          $      722
Research and development                        10,030                2,147                   26,405               4,653
Sales and marketing                             12,905                2,562                   34,807               5,688
General and administrative                       9,525                3,539                   24,091               6,179
Total stock-based compensation
expense                               $         33,708          $     8,579          $        88,926          $   17,242


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(2)Includes $17.8 million gain for the nine months ended October 31, 2022 from a deconsolidation of a majority owned subsidiary in April 2022. See "Note 11. Joint Venture and Equity Method Investment" to our condensed consolidated financial statements for additional details.



(3)Our results of operations include our variable interest entity, JiHu. The
ownership interest of other investors is recorded as a noncontrolling interest.
See "Note 11. Joint Venture and Equity Method Investment" to our condensed
consolidated financial statements for additional details.

The following table sets forth the components of our condensed consolidated statements of operations as a percentage of total revenue for each of the periods presented:



                                            Three Months Ended October 31,                  Nine Months Ended October 31,
                                             2022                    2021                    2022                    2021

                                                                 (as a percentage of total revenue)
Revenue                                           100  %                  100  %                  100  %                 100  %
Cost of revenue                                    13                      11                      12                     12
Gross profit                                       87                      89                      88                     88
Operating expenses:
Sales and marketing                                72                      76                      76                     76
Research and development                           36                      37                      37                     39
General and administrative                         29                      25                      29                     23
Total operating expenses                          138                     138                     142                    139
Loss from operations                              (50)                    (49)                    (55)                   (51)
Interest income                                     4                       -                       3                      -
Other income (expense), net                         2                     (15)                      8                    (12)
Loss before income taxes and loss
from equity method investment                     (44)                    (64)                    (45)                   (63)
Loss from equity method investment,
net of tax                                         (1)                      -                      (1)                     -
Provision for (benefit from) income
taxes                                               -                      (1)                      1                      1
Net loss                                          (45) %                  (62) %                  (46) %                 (63) %
Net loss attributable to
noncontrolling interest                            (2) %                   (1) %                   (2) %                  (1) %
Net loss attributable to GitLab                   (43) %                  (62) %                  (44) %                 (63) %


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Comparison of the Three and Nine Months Ended October 31, 2022 and 2021



Revenue

                                             Three Months Ended October 31,                  Change                     Nine Months Ended October 31,                     Change
                                                 2022               2021                $               %                  2022                  2021                $                %

                                                            (in thousands, except percentages)                                        (in thousands, except percentages)
Subscription-self-managed and SaaS           $   98,435          $ 59,774          $ 38,661             65  %       $       264,294          $ 156,542          $ 107,752             69  %
License-self-managed and other                   14,546             7,026             7,520            107                   37,135             18,315             18,820            103
Total revenue                                $  112,981          $ 66,800          $ 46,181             69  %       $       301,429          $ 174,857          $ 126,572             72  %


Revenue increased $46.2 million, or 69%, to $113.0 million for the three months
ended October 31, 2022 from $66.8 million for the three months ended October 31,
2021. Revenue increased $126.6 million, or 72%, to $301.4 million for the nine
months ended October 31, 2022 from $174.9 million for the nine months ended
October 31, 2021. The increases in both the three and nine months ended October
31, 2022 were primarily due to the ongoing demand for The DevSecOps Platform,
including adding new customers, the expansion within our existing paid
customers, and an increase in our number of customers with $100,000 or greater
in ARR. As of October 31, 2022 and 2021, our expansion is reflected by our
Dollar-Based Net Retention Rate being above 130%. We had 638 customers with ARR
over $100,000 as of October 31, 2022, increasing from 427 customers with ARR
over $100,000 as of October 31, 2021.

Revenue attributed to our variable interest entity, JiHu, was $1.3 million and
$0.3 million for the three months ended October 31, 2022 and 2021, respectively,
and $3.4 million and $0.3 million for the nine months ended October 31, 2022 and
2021, respectively. See "Note 11. Joint Venture and Equity Method Investment" to
our condensed consolidated financial statements for additional details.

Cost of Revenue, Gross Profit, and Gross Margin



                             Three Months Ended October                                          Nine Months Ended October
                                         31,                             Change                             31,                              Change
                                2022              2021              $               %              2022             2021                $               %

                                         (in thousands, except percentages)                                  (in thousands, except percentages)
Cost of revenue             $     14,564       $ 7,195          $ 7,369            102  %       $   37,442       $    20,812       $ 16,630             80  %
Gross profit                      98,417        59,605           38,812             65             263,987           154,045        109,942             71
Gross margin                      87   %            89  %                                            88  %            88   %


Cost of revenue increased by $7.4 million, to $14.6 million for the three months
ended October 31, 2022 from $7.2 million for the three months ended October 31,
2021, primarily due to an increase of $2.1 million in personnel-related
expenses, driven by an increase in our average customer support and professional
services headcount and an increase of $0.9 million in stock-based compensation
expenses (as discussed in the section titled "Stock-Based Compensation Expense"
below). The remaining change was primarily attributable to an increase of $2.6
million in third-party hosting costs, $0.9 million in consulting expenses, and
$0.5 million in amortization of intangible assets. Gross margin decreased by 2%
to 87% for the three months ended October 31, 2022 from 89% for the three months
ended October 31, 2021.

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Cost of revenue increased by $16.6 million, to $37.4 million for the nine months
ended October 31, 2022 from $20.8 million for the nine months ended October 31,
2021, primarily due to an increase of $6.2 million in personnel-related
expenses, driven by an increase in our average customer support and professional
services headcount and an increase of $2.9 million in stock-based compensation
expenses (as discussed in the section titled "Stock-Based Compensation Expense"
below). The remaining change was primarily attributable to an increase of $5.8
million in third-party hosting costs, $1.5 million in amortization of intangible
assets, and $1.4 million in consulting expenses. Gross margin remained at 88%
for the nine months ended October 31, 2022 compared to the nine months ended
October 31, 2021.

Cost of revenue attributed to our variable interest entity, JiHu, was
$0.5 million and $0.2 million for the three months ended October 31, 2022 and
2021, respectively, and $1.2 million and $0.6 million for the nine months ended
October 31, 2022 and 2021, respectively. See "Note 11. Joint Venture and Equity
Method Investment" to our condensed consolidated financial statements for
additional details.

Sales and Marketing

                          Three Months Ended October 31,                   Change                     Nine Months Ended October 31,                     Change
                            2022                 2021                 $                %                2022                 2021                  $                %

                                         (in thousands, except percentages)                                          (in thousands, except percentages)
Sales and marketing
expenses                $      81,080       $       50,543       $     30,537          60  %       $      228,479       $       133,562       $     94,917          71  %


Sales and marketing expenses increased by $30.5 million, to $81.1 million for
the three months ended October 31, 2022 from $50.5 million for the three months
ended October 31, 2021, primarily due to an increase of $24.6 million in
personnel-related expenses, driven by an increase in our average sales and
marketing headcount and an increase of $10.3 million in stock-based compensation
expenses (as discussed in the section titled "Stock-Based Compensation Expense"
below). The remaining change was mainly due to an increase of $1.0 million in
marketing events and brand-related expenses, an increase of $0.9 million in
software and consulting expenses as a result of our investment activities to
increase the effectiveness of our sales motions, to increase our sales capacity,
and to acquire more customers.

Sales and marketing expenses increased by $94.9 million, to $228.5 million for
the nine months ended October 31, 2022 from $133.6 million for the nine months
ended October 31, 2021, primarily due to an increase of $72.7 million in
personnel-related expenses, driven by an increase in our average sales and
marketing headcount and an increase of $29.1 million in stock-based compensation
expenses (as discussed in the section titled "Stock-Based Compensation Expense"
below). The remaining change was mainly due to an increase of $5.5 million in
marketing events and brand-related expenses, an increase of $3.9 million in
hosting expenses, an increase of $3.0 million in software and consulting
expenses as a result of our investment activities to increase the effectiveness
of our sales motions, to increase our sales capacity, and to acquire more
customers.

Sales and marketing expenses attributed to our variable interest entity, JiHu,
was $2.0 million and $0.8 million, for the three months ended October 31, 2022
and 2021, respectively, and $5.3 million and $1.6 million for the nine months
ended October 31, 2022 and 2021, respectively. See "Note 11. Joint Venture and
Equity Method Investment" to our condensed consolidated financial statements for
additional details.

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Research and Development



                            Three Months Ended October 31,                   Change                     Nine Months Ended October 31,                    Change
                              2022                 2021                 $                %                2022                 2021                 $                %

                                           (in thousands, except percentages)                                         (in thousands, except percentages)
Research and development
expenses                  $      41,113       $       24,664       $     16,449          67  %       $      112,463       $       68,607       $     43,856          64  %


Research and development expenses increased by $16.4 million, to $41.1 million
for the three months ended October 31, 2022 from $24.7 million for the three
months ended October 31, 2021, primarily due to an increase of $14.1 million in
personnel-related expenses, driven by an increase in our average research and
development headcount and an increase of $7.9 million in stock-based
compensation expenses (as discussed in the section titled "Stock-Based
Compensation Expense" below). The remaining change was mainly due to an increase
of $1.1 million in hosting expenses.

Research and development expenses increased by $43.9 million, to $112.5 million
for the nine months ended October 31, 2022 from $68.6 million for the nine
months ended October 31, 2021, primarily due to an increase of $40.4 million in
personnel-related expenses, driven by an increase in our average research and
development headcount and an increase of $21.8 million in stock-based
compensation expenses (as discussed in the section titled "Stock-Based
Compensation Expense" below). The remaining change was mainly due to an increase
of $1.4 million in hosting expenses.

Research and development expenses attributed to our variable interest entity,
JiHu, was $1.9 million and $0.5 million for the three months ended October 31,
2022 and 2021, respectively, and $4.7 million and $1.4 million for the nine
months ended October 31, 2022 and 2021, respectively. See "Note 11. Joint
Venture and Equity Method Investment" to our condensed consolidated financial
statements for additional details.

General and Administrative



                               Three Months Ended October 31,                   Change                    Nine Months Ended October 31,                    Change
                                 2022                 2021                 $                %               2022                 2021                 $                %

                                              (in thousands, except percentages)                                         (in thousands, except percentages)
General and administrative
expenses                     $      33,186       $       16,939       $     16,247          96  %       $      88,182       $       40,276       $     47,906         119  %


General and administrative expenses increased by $16.2 million, to $33.2 million
for the three months ended October 31, 2022 from $16.9 million for the three
months ended October 31, 2021, primarily due to an increase of $10.6 million in
personnel-related expenses, mainly attributable to an increase in our average
general and administrative headcount and an increase of $6.0 million in
stock-based compensation expenses (as discussed in the section titled
"Stock-Based Compensation Expense" below). The remaining change was primarily
driven by an increase of $2.0 million in consulting and software expenses to
support our growth and an increase of $1.0 million in insurance expenses due to
becoming a publicly traded company. For the three months ended October 31, 2022,
we also recorded $1.1 million in loss attributable to the fair value
remeasurement of acquisition related contingent consideration and $1.0 million
of termination fees related to a company-wide event cancelled due to the
COVID-19 pandemic.

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General and administrative expenses increased by $47.9 million, to $88.2 million
for the nine months ended October 31, 2022 from $40.3 million for the nine
months ended October 31, 2021, primarily due to an increase of $34.1 million in
personnel-related expenses, mainly attributable to an increase in our average
general and administrative headcount and an increase of $17.9 million in
stock-based compensation expenses (as discussed in the section titled
"Stock-Based Compensation Expense" below). The remaining change was primarily
driven by an increase of $4.7 million in consulting and software expenses to
support our growth and an increase of $3.9 million in insurance expenses due to
becoming a publicly traded company. For the nine months ended October 31, 2022,
we also recorded $3.3 million of termination fees related to company-wide events
cancelled due to the COVID-19 pandemic and $1.1 million in loss attributable to
the fair value remeasurement of acquisition related contingent consideration.

General and administrative expenses attributed to our variable interest entity,
JiHu, was $3.1 million and $0.6 million for the three months ended October 31,
2022 and 2021, respectively, and $7.4 million and $2.0 million for the nine
months ended October 31, 2022 and 2021, respectively. See "Note 11. Joint
Venture and Equity Method Investment" to our condensed consolidated financial
statements for additional details.

Stock-Based Compensation Expense



                             Three Months Ended October
                                         31,                              Change                 Nine Months Ended October 31,                  Change
                                2022              2021               $               %               2022              2021                $               %

                                          (in thousands, except percentages)                                   (in thousands, except percentages)
Cost of revenue             $   1,248          $   331          $    917            277  %       $   3,623          $    722          $  2,901            402  %
Research and development       10,030            2,147             7,883            367             26,405             4,653            21,752            467
Sales and marketing            12,905            2,562            10,343            404             34,807             5,688            29,119            512
General and administrative      9,525            3,539             5,986            169             24,091             6,179            17,912            290
Total stock-based
compensation expense        $  33,708          $ 8,579          $ 25,129            293  %       $  88,926          $ 17,242          $ 71,684            416  %


Stock-based compensation expense increased by $25.1 million, to $33.7 million
for the three months ended October 31, 2022 from $8.6 million for the three
months ended October 31, 2021, primarily due to a $17.5 million expense from
RSUs we started granting in December 2021 and $5.3 million expense from ESPP
introduced in November 2021. Stock-based compensation expense for the three
months ended October 31, 2022 also includes $2.5 million attributable to our
variable interest entity, JiHu. See "Note 11. Joint Venture and Equity Method
Investment" to our condensed consolidated financial statements for additional
details.

Stock-based compensation expense increased by $71.7 million, to $88.9 million
for the nine months ended October 31, 2022 from $17.2 million for the nine
months ended October 31, 2021, primarily due to a $41.8 million expense from
RSUs we started granting in December 2021 and $19.4 million expense from ESPP
introduced in November 2021. Stock-based compensation expense for the nine
months ended October 31, 2022 also includes $5.5 million attributable to our
variable interest entity, JiHu. See "Note 11. Joint Venture and Equity Method
Investment" to our condensed consolidated financial statements for additional
details.

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Interest Income, and Other Income (Expense), Net



                               Three Months Ended October 31,                      Change                      Nine Months Ended October 31,                       Change
                                2022                  2021                  $                  %                2022                  2021                  $                  %

                                               (in thousands, except percentages)                                              (in thousands, except percentages)
Interest income             $       4,657       $            127       $      4,530           3567  %       $       8,247       $            226       $      8,021           3549  %

Gain from deconsolidation
of Meltano Inc.             $           -       $              -       $          -              -  %       $      17,798       $              -       $     17,798            100  %
Foreign exchange gains
(losses), net                       2,855                (9,831)             12,686           (129)                 5,361               (19,703)             25,064           (127)
Other expense, net                  (194)                  (378)                184            (49)                 (550)                (1,549)                999            (64)
Total other income
(expense), net              $       2,661       $       (10,209)       $     12,870           (126) %       $      22,609       $       (21,252)       $     43,861           (206) %


For the three and nine months ended October 31, 2022 compared to the three and
nine months ended October 31, 2021, interest income increased primarily due to
income earned from our cash equivalents and short-term investments as a result
of investing the proceeds from our IPO into marketable securities in fiscal year
2023 as well as higher interest rates during the three and nine months ended
October 31, 2022 compared to the same period last year.

The change in other income (expense), net is primarily due to the recognized
gain of $17.8 million on the deconsolidation and the fair valuation of our
retained interest in Meltano. The remaining change in other income (expense),
net is mainly due to strengthening of the U.S dollar.

Loss from Equity Method Investment, Net of Tax



                           Three Months Ended October 31,                  Change                    Nine Months Ended October 31,                    Change
                               2022               2021                $                %                2022                2021                 $                 %

                                          (in thousands, except percentages)                                        (in thousands, except percentages)
Loss from equity method
investment, net of tax     $      (756)       $          -       $     (756)          100  %       $      (1,775)       $          -       $     (1,775)          100  %


Loss from equity method investment, net of tax consists of our share of losses
from the results of operations of Meltano Inc., net of tax. Effective April 4,
2022, due to a loss of control over Meltano, we account for Meltano investment
under the equity method.

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Provision for (Benefit from) Income Taxes



                                                                                                   Nine Months Ended October
                        Three Months Ended October 31,                    Change                              31,                              Change
                           2022                2021                 $                 %              2022             2021               $                %

                                        (in thousands, except percentages)                                      (in thousands, except percentages)
Provision for (benefit
from) income taxes     $         65       $        (875)       $       940           (107) %       $   2,519       $    1,370       $     1,149            84  %
Effective tax rate           (0.1)%                 2.1%            (2.2)%                           (1.9) %          (1.3) %            (0.6)%


Our effective tax rate decreased by approximately 2.2% during the three months
ended October 31, 2022 as compared to the same period last year. The lower
effective tax rate was primarily due to our foreign and domestic operations and
the establishment of a deferred tax liability relating to the deconsolidation of
a majority-owned entity, Meltano, and simultaneous establishment of the
Company's equity method investment.

Our effective tax rate increased by approximately 0.6% during the nine months
ended October 31, 2022 as compared to the same period last year. The higher
effective tax rate was primarily due to an increase in losses from operations as
compared to the same period last year, for which a benefit is not derived due to
the existence of a valuation allowance on our deferred tax assets, as well as
the recognition of a deferred tax liability relating to the unrealized gain on
the on deconsolidation of a majority-owned entity, Meltano, and simultaneous
establishment of our equity method investment.

Our effective tax rate for the three and nine months ended October 31, 2022 was
lower than the U.S. federal statutory tax rate of 21%, primarily due to the
change in valuation allowance associated with the net operating losses generated
during the year.

Our provision for income taxes is based on our worldwide estimated annualized
effective tax rate, except for jurisdictions for which a loss is expected for
the year and no benefit can be realized for those losses, jurisdictions for
which forecasted pre-tax income or loss cannot be estimated, and the tax effect
of discrete items occurring during the period. The tax expense for jurisdictions
for which a forecast cannot be estimated is based on actual taxes and tax
reserves for the quarter.

Under the provisions of ASC 740, Income Taxes, the determination of our ability
to recognize our deferred tax assets requires an assessment of both negative and
positive evidence when determining our ability to recognize deferred tax assets.
We determined that it was not more likely than not that we could recognize
certain deferred tax assets. Evidence we evaluated included operating results
during the most recent three-year period and future projections, with more
weight given to historical results than expectations of future profitability,
which are inherently uncertain. Certain entities' net losses in recent periods
represented sufficient negative evidence to require a valuation allowance
against its net deferred tax assets. This valuation allowance will be evaluated
periodically and could be reversed partially or totally if business results have
sufficiently improved to support realization of deferred tax assets.

As of October 31, 2022, unrecognized tax benefits were $5.6 million, of which
$0.8 million would affect the effective tax rate if recognized. We are unable to
reasonably estimate the timing of the long-term payments or the amount by which
the liability will increase or decrease.

It is our policy to classify accrued interest and penalties related to
unrecognized tax benefits in the provision for income taxes. For the three and
nine months ended October 31, 2022 and 2021, we recognized an insignificant
amount of interest and penalties related to unrecognized tax benefits. Accrued
interest and penalties were $0.2 million and $0.1 million as of October 31, 2022
and January 31, 2022, respectively.

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As of October 31, 2022, the statutes for our U.S. federal 2017 through 2021 tax
years were open and the results from such tax years remained subject to
potential examination in one or more jurisdictions. In addition, in the United
States, any net operating losses or credits that were generated in prior years
but not yet fully utilized in a year that is closed under the statute of
limitations may also be subject to examination. We are currently under
examination in the Netherlands for tax years 2015 and 2016. We are currently
unable to estimate the financial outcome of this examination due to its
preliminary status. We regularly assess the likelihood of adverse outcomes
resulting from these examinations to determine the adequacy of our provision for
income taxes. We continue to monitor the progress of ongoing discussions with
tax authorities and the effect, if any, of the expected expiration of the
statute of limitations in various taxing jurisdictions.

Liquidity and Capital Resources

Since inception, we have financed operations primarily through proceeds received from issuances of equity securities and payments received from our customers.



As of October 31, 2022 and January 31, 2022, our principal source of liquidity
was cash, cash equivalents, and short-term investments of $927.8 million and
$934.7 million, respectively, which were held for working capital purposes and
strategic investment purposes. As of October 31, 2022, cash and cash equivalents
consist of cash in banks, money markets funds, agency securities and treasuries,
while short-term investments mainly consist of treasuries, corporate debt
securities and commercial paper.

We believe that our existing cash, cash equivalents, and short-term investments
will be sufficient to support working capital and capital expenditure
requirements for at least the next 12 months. Our future capital requirements
will depend on many factors, including our revenue growth rate, the timing and
the amount of cash received from customers, the expansion of sales and marketing
activities, the timing and extent of spending to support research and
development efforts, the price at which we are able to procure third-party cloud
infrastructure, expenses associated with our international expansion, the
introduction of platform enhancements, and the continuing market adoption of The
DevSecOps Platform. In the future, we may enter into arrangements to acquire or
invest in complementary businesses, products, and technologies. We may be
required to seek additional equity or debt financing. In the event that we
require additional financing, we may not be able to raise such financing on
terms acceptable to us or at all. If we are unable to raise additional capital
or generate cash flows necessary to expand our operations and invest in
continued innovation, we may not be able to compete successfully, which would
harm our business, operating results, and financial condition.

The following table shows a summary of our cash flows for the periods presented:

                                                   Nine Months Ended October 31,
                                                       2022                    2021

                                                          (in thousands)
Net cash used in operating activities       $        (65,688)              $  (48,720)
Net cash used in investing activities       $       (523,888)              $ (100,031)
Net cash provided by financing activities   $         85,597               $  691,588


Operating Activities

Our largest source of operating cash is payments received from our customers.
Our primary uses of cash from operating activities are for personnel-related
expenses, sales and marketing expenses, third-party cloud infrastructure
expenses, and overhead expenses. We have generated negative cash flows from
operating activities and have supplemented working capital through net proceeds
from the issuance of equity securities.

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Cash used in operating activities during the nine months ended October 31, 2022
was $65.7 million, primarily consisting of our net loss of $138.6 million,
adjusted for non-cash items of $103.0 million (mainly attributable to
stock-based compensation expense of $88.9 million), and net cash outflows of
$30.2 million used by changes in our operating assets and liabilities. The main
drivers of the changes in operating assets and liabilities were the decrease in
accrued compensation and related expenses of $15.2 million, the increase in
deferred contract acquisition costs of $33.1 million, the increase in accounts
receivable of $22.2 million, partially offset by the increase in deferred
revenue of $40.2 million.

Cash used in operating activities during the nine months ended October 31, 2021
was $48.7 million, primarily consisting of our net loss of $110.8 million,
adjusted for non-cash items of $60.7 million (including stock-based compensation
expense of $17.2 million, amortization of deferred contract acquisition costs of
$23.6 million, and unrealized foreign exchange loss of $19.8 million) and net
cash inflows of $1.4 million used in changes in our operating assets and
liabilities. The main drivers of the changes in operating assets and liabilities
were the increase in costs deferred related to contract acquisition of $24.6
million and the increase in accounts receivable of $17.4 million, offset by the
increase in deferred revenue of $41.5 million.

Investing Activities



Cash used in investing activities during the nine months ended October 31, 2022
was $523.9 million, primarily consisting of $509.3 million in purchases of
short-term investments, net of maturities, $9.6 million cash outflow as a result
of a deconsolidation of a subsidiary, and $5.0 million in purchases of property
and equipment.

Cash used in investing activities during the nine months ended October 31, 2021 was $100.0 million, consisting of purchases of short-term investments.

Financing Activities



Cash provided by financing activities during the nine months ended October 31,
2022 was $85.6 million, primarily attributable to $61.7 million of contributions
received from noncontrolling interests, $17.5 million of proceeds from the
issuance of common stock upon stock options exercises, and $9.6 million of
proceeds from the issuance of common stock under our employee stock purchase
plan, offset by the partial settlement of acquisition related contingent
consideration of $3.1 million.

Cash provided by financing activities during the nine months ended October 31,
2021 was $691.6 million, primarily attributable to $654.6 million in proceeds
from the initial public offering, net of underwriting discounts, $26.5 million
of contributions received from noncontrolling interests and $14.6 million of
proceeds from the issuance of common stock upon stock options exercises.

Contractual Obligations and Commitments



Our contractual commitments relate mainly to third-party non-cancellable hosting
infrastructure agreements and subscription arrangements used in the ordinary
course of business. There have been no material changes to the contractual
obligations with a term of 12 months or longer since the filing of our Annual
Report on Form 10-K for the fiscal year ended January 31, 2022, except for a
non-cancelable 3-year hosting infrastructure arrangement for an aggregate
consideration of $7.4 million, and a non-cancelable 3-year software subscription
arrangement for an aggregate consideration of $2.3 million.

Critical Accounting Policies and Estimates



Our condensed consolidated financial statements have been prepared in conformity
with U.S. generally accepted accounting principles, or GAAP. The preparation of
the condensed consolidated financial statements in conformity with U.S. GAAP
requires management to make estimates and assumptions that affect the reported
amounts of assets and liabilities, disclosure of contingent assets and
liabilities at the date of the condensed consolidated financial statements, and
the reported amounts of

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revenue and expenses during the reporting period. We base these estimates on
historical and anticipated results, trends, and various other assumptions that
it believes are reasonable under the circumstances, including assumptions as to
future events. Actual results could differ from those estimates. To the extent
that there are differences between our estimates and actual results, our future
financial statement presentation, financial condition, operating results, and
cash flows will be affected.

For additional information about our critical accounting policies and estimates,
see the disclosure included in our Annual Report on Form 10-K for the fiscal
year ended January 31, 2022, which was filed with the SEC on April 8, 2022, as
well as "Note 2. Basis of Presentation and Summary of Significant Accounting
Policies" to our condensed consolidated financial statements included elsewhere
in this Quarterly Report on Form 10-Q.

Recently Issued Accounting Pronouncements



See "Note 2. Basis of Presentation and Summary of Significant Accounting
Policies" to our condensed consolidated financial statements included elsewhere
in this Quarterly Report on Form 10-Q for more information regarding recently
issued accounting pronouncements.

JOBS Act Accounting Election



We are an emerging growth company, as defined in the Jumpstart Our Business
Startups Act, or JOBS Act. The JOBS Act provides that an emerging growth company
can take advantage of an extended transition period for complying with new or
revised accounting standards. This provision allows an emerging growth company
to delay the adoption of some accounting standards until those standards would
otherwise apply to private companies. We have elected to use this extended
transition period until the earlier of the date we (i) are no longer an emerging
growth company or (ii) affirmatively and irrevocably opt out of the extended
transition period provided in the JOBS Act. As a result, our financial
statements may not be comparable to companies that comply with new or revised
accounting pronouncements as of public company effective dates.

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