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SHARE-BASED COMPENSATION EXPENSE
6 Months Ended
Apr. 30, 2022
Share-Based Payment Arrangement [Abstract]  
SHARE-BASED COMPENSATION EXPENSE SHARE-BASED COMPENSATION EXPENSEThe following table summarizes share-based compensation expense for the periods indicated (in thousands):
Quarter EndedSix Months Ended
 April 30, May 1, April 30, May 1,
 2022202120222021
Products$1,058 $498 $1,958 $1,451 
Services1,943 1,421 3,527 2,626 
Share-based compensation expense included in cost of goods sold3,001 1,919 5,485 4,077 
Research and development8,309 5,844 15,140 10,638 
Selling and marketing8,061 6,610 15,121 12,426 
General and administrative7,334 6,743 15,246 13,101 
Share-based compensation expense included in operating expense23,704 19,197 45,507 36,165 
Share-based compensation expense capitalized in inventory, net(32)419 (22)257 
Total share-based compensation expense$26,673 $21,535 $50,970 $40,499 

As of April 30, 2022, total unrecognized share-based compensation expense was approximately $218.8 million, which relates to unvested stock unit awards and is expected to be recognized over a weighted-average period of 1.64 years.