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Revenue
9 Months Ended
Jul. 31, 2020
Revenue from Contract with Customer [Abstract]  
Revenue Revenue
Disaggregated Revenue
The following table shows the percentage of revenue by product groups:
 
Three Months Ended 
 July 31,
 
Nine Months Ended 
 July 31,
 
2020
 
2019
 
2020
 
2019
EDA
55
%
 
57
%
 
58
%
 
59
%
IP & System Integration
35
%
 
33
%
 
32
%
 
31
%
Software Integrity Products & Services
10
%
 
10
%
 
10
%
 
10
%
Other
0
%
 
0
%
 
0
%
 
0
%
Total
100
%
 
100
%
 
100
%
 
100
%

Contract Balances
The contract assets indicated below are presented as prepaid and other current assets in the unaudited condensed consolidated balance sheets. The contract assets are transferred to receivables when the rights to invoice and
receive payment become unconditional. Unbilled receivables are presented as accounts receivable, net, in the unaudited condensed consolidated balance sheets.
Contract balances are as follows:
 
As of
 
July 31, 2020
 
October 31, 2019
 
(in thousands)
Contract assets
$
216,516

 
$
210,557

Unbilled receivables
$
53,028

 
$
38,175

Deferred revenue
$
1,501,524

 
$
1,302,578


During the nine months ended July 31, 2020, the Company recognized $926.2 million of revenue that was included in the deferred revenue balance as of October 31, 2019. During the nine months ended July 31, 2019, the Company recognized $785.1 million of revenue that was included in the deferred revenue balance as of October 31, 2018.
Contracted but unsatisfied or partially unsatisfied performance obligations were approximately $4.6 billion as of July 31, 2020, which includes $604.6 million in non-cancellable Flexible Spending Account (FSA) commitments from customers where actual product selection and quantities of specific products or services are to be determined by customers at a later date. The Company has elected to exclude future sales-based royalty payments from the remaining performance obligations. The contracted but unsatisfied or partially unsatisfied performance obligations expected to be recognized over the next 12 months are approximately 58%, with the remainder recognized thereafter.
During the three and nine months ended July 31, 2020, the Company recognized $25.9 million and $78.0 million, respectively, from performance obligations satisfied from sales-based royalties earned during the periods. During the three and nine months ended July 31, 2019, the Company recognized $17.5 million and $64.8 million, respectively, from performance obligations satisfied from sales-based royalties earned during the periods.
Costs of Obtaining a Contract with Customer
The incremental costs of obtaining a contract with a customer, which consist primarily of direct sales commissions earned upon execution of the contract, are required to be capitalized under ASC 340-40 and amortized over the estimated period of which the benefit is expected to be received. As direct sales commissions paid for renewals are commensurate with the amounts paid for initial contracts, the deferred incremental costs will be recognized over the contract term. Total capitalized direct commission costs as of July 31, 2020 were $92.1 million and included in other assets in the Company’s unaudited condensed consolidated balance sheets. Amortization of these assets was $16.6 million and $44.9 million during the three and nine months ended July 31, 2020, respectively, and included in sales and marketing expense in the Company’s unaudited condensed consolidated statements of operations. Amortization of these assets was $17.8 million and $46.2 million during the three and nine months ended July 31, 2019, respectively, and included in sales and marketing expense in the Company’s unaudited condensed consolidated statements of operations.