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SHARE-BASED COMPENSATION EXPENSE
9 Months Ended
Jul. 30, 2022
Share-Based Payment Arrangement [Abstract]  
SHARE-BASED COMPENSATION EXPENSE SHARE-BASED COMPENSATION EXPENSE
The following table summarizes share-based compensation expense for the periods indicated (in thousands):
Quarter EndedNine Months Ended
 July 30July 31July 30July 31
 2022202120222021
Products$1,002 $1,037 $2,960 $2,488 
Services1,940 1,315 5,467 3,941 
Share-based compensation expense included in cost of goods sold2,942 2,352 8,427 6,429 
Research and development8,233 5,541 23,372 16,179 
Selling and marketing8,075 6,534 23,196 18,960 
General and administrative7,579 8,237 22,825 21,338 
Share-based compensation expense included in operating expense23,887 20,312 69,393 56,477 
Share-based compensation expense capitalized in inventory, net28 (193)64 
Total share-based compensation expense$26,857 $22,471 $77,827 $62,970 

As of July 30, 2022, total unrecognized share-based compensation expense was approximately $201.3 million, which relates to unvested stock unit awards and is expected to be recognized over a weighted-average period of 1.57 years.