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National metro rankings

Big Data Engineer (Spark) salary by metro area

This is what we do all day: recruit technology and IT professionals.

BLS published a median for SOC 15-1243, Database Architects, in 132 metro areas (May 2025). The highest is San Jose-Sunnyvale-Santa Clara, CA, at $197,960. The national median is $139,500.

Broader occupation

BLS does not report this exact title. The figures shown are for SOC 15-1243, Database Architects. BLS reports Database Architects as a broader occupation. It does not separate Big Data Engineer (Spark), technology stack, seniority, certifications or employer sector. These figures are not a title-specific offer range.

BLS publishes one set of figures for SOC 15-1243. Other titles in our taxonomy map to it and show the same numbers. Percentiles describe all workers in the occupation. They are not experience levels.

Our target metros

Big Data Engineer (Spark) annual pay, highest-median metros: San Jose-Sunnyvale-Santa Clara, CA: 10th percentile $128,890, 25th percentile $141,000, median $197,960, 75th percentile $217,670, 90th percentile $263,770. San Francisco-Oakland-Fremont, CA: 10th percentile $133,050, 25th percentile $163,160, median $175,860, 75th percentile $212,170, 90th percentile $237,930. Reno, NV: 10th percentile $65,520, 25th percentile $131,660, median $170,390, 75th percentile $205,600, 90th percentile $210,000. Sacramento-Roseville-Folsom, CA: 10th percentile $97,470, 25th percentile $128,510, median $169,310, 75th percentile $187,480, 90th percentile $203,800. Oxnard-Thousand Oaks-Ventura, CA: 10th percentile $108,880, 25th percentile $135,920, median $168,390, 75th percentile $171,960, 90th percentile $200,000. Philadelphia-Camden-Wilmington, PA-NJ-DE-MD: 10th percentile $96,720, 25th percentile $129,080, median $163,590, 75th percentile $186,810, 90th percentile $207,020. Bridgeport-Stamford-Danbury, CT: 10th percentile $103,730, 25th percentile $128,540, median $163,350, 75th percentile $194,980, 90th percentile $236,870. Washington-Arlington-Alexandria, DC-VA-MD-WV: 10th percentile $107,070, 25th percentile $128,050, median $162,870, 75th percentile $196,630, 90th percentile $216,370. Denver-Aurora-Centennial, CO: 10th percentile $106,200, 25th percentile $134,990, median $162,640, 75th percentile $170,310, 90th percentile $197,740. Springfield, MA: 10th percentile $104,090, 25th percentile $122,720, median $161,730, 75th percentile $164,950, 90th percentile $203,970San Jose-Sunnyvale-Santa Clara, CA$197,960San Francisco-Oakland-Fremont, CA$175,860Reno, NV$170,390Sacramento-Roseville-Folsom, CA$169,310Oxnard-Thousand Oaks-Ventura, CA$168,390Philadelphia-Camden-Wilmington, PA-NJ-DE-MD$163,590Bridgeport-Stamford-Danbury, CT$163,350Washington-Arlington-Alexandria, DC-VA-MD-WV$162,870Denver-Aurora-Centennial, CO$162,640Springfield, MA$161,730$40,000$102,500$165,000$227,500$290,000

Chart shows annual pay for the first 10 entries. Band is the 25th to 75th percentile, the thick line is the median, whiskers reach the 10th and 90th percentiles. Every figure is repeated in the table.

Big Data Engineer (Spark) metros ranked by median, May 2025 (annual)
#Metro areaMedianP25 to P75EmploymentLQ
1San Jose-Sunnyvale-Santa Clara, CA$197,960$141,000 to $217,6701,1202.29
2San Francisco-Oakland-Fremont, CA$175,860$163,160 to $212,1701,6001.56
3Reno, NV$170,390$131,660 to $205,600800.64
4Sacramento-Roseville-Folsom, CA$169,310$128,510 to $187,4802300.5
5Oxnard-Thousand Oaks-Ventura, CA$168,390$135,920 to $171,960600.44
6Philadelphia-Camden-Wilmington, PA-NJ-DE-MD$163,590$129,080 to $186,8101,5001.2
7Bridgeport-Stamford-Danbury, CT$163,350$128,540 to $194,9801700.99
8Washington-Arlington-Alexandria, DC-VA-MD-WV$162,870$128,050 to $196,6304,7403.5
9Denver-Aurora-Centennial, CO$162,640$134,990 to $170,3101,3601.96
10Springfield, MA$161,730$122,720 to $164,950500.57
11Boston-Cambridge-Newton, MA-NH$161,650$134,470 to $173,2302,1201.82
12Bloomington, IL$161,430$123,460 to $166,610902.26
13Waterbury-Shelton, CT$160,480$136,220 to $160,480Not published by BLSNot published by BLS
14Allentown-Bethlehem-Easton, PA-NJ$160,300$120,390 to $195,8201100.67
15Santa Maria-Santa Barbara, CA$159,240$126,170 to $183,370400.43
16North Port-Bradenton-Sarasota, FL$157,730$129,560 to $178,800300.23
17Flint, MI$157,100$119,750 to $157,100300.54
18San Diego-Chula Vista-Carlsbad, CA$156,800$125,610 to $178,5603900.59
19Phoenix-Mesa-Chandler, AZ$156,100$131,130 to $156,1009800.95
20Los Angeles-Long Beach-Anaheim, CA$155,740$119,140 to $178,1401,5300.57
21Madison, WI$155,160$129,780 to $162,5501700.96
22Dallas-Fort Worth-Arlington, TX$154,770$129,790 to $165,4704,3202.47
23Peoria, IL$154,400$123,950 to $161,510300.44
24Myrtle Beach-Conway-North Myrtle Beach, SC$153,240$100,550 to $204,790Not published by BLSNot published by BLS
25Pittsburgh, PA$152,800$121,860 to $188,7605701.18
26Harrisburg-Carlisle, PA$151,210$125,610 to $175,6401501.03
27Worcester, MA$150,940$123,670 to $163,2801701.13
28Palm Bay-Melbourne-Titusville, FL$150,330$96,400 to $167,460600.53
29Milwaukee-Waukesha, WI$148,020$108,510 to $170,2101300.36
30Chicago-Naperville-Elgin, IL-IN$147,490$125,240 to $168,1301,2600.65
31Lancaster, PA$146,400$122,420 to $164,290400.38
32Orlando-Kissimmee-Sanford, FL$143,540$109,830 to $170,7002700.44
33Portland-Vancouver-Hillsboro, OR-WA$143,410$120,420 to $161,9105601.08
34Spokane-Spokane Valley, WA$142,490$130,380 to $164,960500.44
35Idaho Falls, ID$142,170$121,380 to $175,030300.93
36Providence-Warwick, RI-MA$142,070$128,860 to $171,8201600.51
37Durham-Chapel Hill, NC$141,770$117,870 to $161,4705603.78
38Trenton-Princeton, NJ$141,220$96,020 to $171,7401000.99
39Miami-Fort Lauderdale-West Palm Beach, FL$141,170$118,690 to $164,2304900.4
40Austin-Round Rock-San Marcos, TX$139,960$115,480 to $169,9701,1101.98
41Atlanta-Sandy Springs-Roswell, GA$139,500$131,160 to $174,1602,1101.69
42Boulder, CO$139,160$115,170 to $188,8901501.84
43Houston-Pasadena-The Woodlands, TX$139,100$119,380 to $169,2307800.55
44Charlotte-Concord-Gastonia, NC-SC$138,870$117,830 to $168,6701,5602.66
45Hartford-West Hartford-East Hartford, CT$137,980$132,620 to $161,1904601.79
46Ogden, UT$137,870$122,980 to $168,500400.32
47Indianapolis-Carmel-Greenwood, IN$136,990$116,180 to $169,7502900.61
48Salt Lake City-Murray, UT$136,990$110,800 to $170,1004001.12
49Jacksonville, FL$136,640$98,140 to $166,9301500.47
50Omaha, NE-IA$136,620$111,760 to $161,4304902.27
51Baton Rouge, LA$136,480$105,760 to $137,850400.21
52Columbus, OH$135,840$112,580 to $163,0604700.99
53Columbia, SC$135,790$97,530 to $160,7102401.38
54San Antonio-New Braunfels, TX$135,790$115,800 to $160,2703900.81
55New Haven, CT$135,580$130,720 to $169,360Not published by BLSNot published by BLS
56Virginia Beach-Chesapeake-Norfolk, VA-NC$135,130$99,680 to $160,3604901.48
57Cincinnati, OH-KY-IN$134,480$125,460 to $160,3403800.79
58Urban Honolulu, HI$134,040$127,140 to $169,370500.27
59Minneapolis-St. Paul-Bloomington, MN-WI$134,010$112,730 to $158,3501,0901.3
60Richmond, VA$133,770$120,460 to $164,9204401.53
61Olympia-Lacey-Tumwater, WA$133,500$130,260 to $140,1802103.82
62Tampa-St. Petersburg-Clearwater, FL$133,290$97,710 to $170,2903600.58
63Akron, OH$133,150$124,140 to $155,2801000.74
64Fort Collins-Loveland, CO$133,020$118,580 to $170,600500.69
65Baltimore-Columbia-Towson, MD$132,940$102,340 to $175,5005600.96
66Stockton-Lodi, CA$132,810$108,430 to $168,350300.24
67Raleigh-Cary, NC$132,740$98,190 to $161,4707102.21
68Riverside-San Bernardino-Ontario, CA$132,150$98,550 to $166,4401600.22
69Detroit-Warren-Dearborn, MI$132,040$105,510 to $153,0607300.89
70New York-Newark-Jersey City, NY-NJ$131,540$93,280 to $175,7605,4601.33
71Wilmington, NC$131,470$91,270 to $154,500500.64
72Manchester-Nashua, NH$131,290$87,640 to $147,230500.56
73Fresno, CA$130,290$101,830 to $161,390400.21
74Charleston-North Charleston, SC$129,640$102,250 to $166,5701700.99
75Dayton-Kettering-Beavercreek, OH$129,100$102,530 to $150,5601200.74
76Birmingham, AL$129,030$100,260 to $144,530800.33
77Spartanburg, SC$128,290$81,960 to $128,290600.91
78Buffalo-Cheektowaga, NY$128,100$87,120 to $139,6401100.46
79Ann Arbor, MI$127,990$115,220 to $141,3501401.49
80Kansas City, MO-KS$127,590$93,090 to $139,0805701.21
81Cleveland, OH$127,530$105,960 to $155,8304000.89
82Provo-Orem-Lehi, UT$127,070$100,070 to $157,9501701.32
83Colorado Springs, CO$127,050$101,370 to $163,7601200.9
84El Paso, TX$126,700$110,100 to $140,880600.41
85Salem, OR$126,670$109,970 to $141,470801.01
86Reading, PA$126,370$112,320 to $162,500300.44
87Louisville/Jefferson County, KY-IN$125,890$106,440 to $155,5701500.49
88Winston-Salem, NC$125,530$87,880 to $141,4001301.09
89Memphis, TN-MS-AR$124,080$76,700 to $143,6001200.45
90Boise City, ID$122,810$99,500 to $164,1101500.89
91Charlottesville, VA$122,780$96,710 to $156,070801.66
92St. Louis, MO-IL$122,310$81,200 to $154,0607101.23
93Albuquerque, NM$121,790$101,650 to $161,390700.39
94Nashville-Davidson--Murfreesboro--Franklin, TN$121,730$84,500 to $141,2703000.63
95Utica-Rome, NY$121,720$78,360 to $170,130300.67
96Greenville-Anderson-Greer, SC$121,610$96,780 to $149,5202501.31
97Little Rock-North Little Rock-Conway, AR$121,490$91,280 to $136,2601000.65
98Scranton--Wilkes-Barre, PA$120,890$64,900 to $158,910300.3
99Roanoke, VA$120,460$94,650 to $155,060400.56
100Eugene-Springfield, OR$120,210$101,160 to $145,290400.53
101Des Moines-West Des Moines, IA$120,030$98,330 to $143,1601400.79
102Lincoln, NE$119,760$96,190 to $144,280600.77
103Grand Rapids-Wyoming-Kentwood, MI$118,980$98,310 to $136,5201400.56
104Columbus, GA-AL$118,880$118,880 to $151,390300.68
105Toledo, OH$118,800$81,140 to $150,680300.24
106Tulsa, OK$117,690$87,130 to $163,9601600.8
107Anchorage, AK$117,540$87,460 to $127,300500.65
108Kiryas Joel-Poughkeepsie-Newburgh, NY$114,560$77,480 to $143,470300.28
109Augusta-Richmond County, GA-SC$114,490$94,550 to $146,070500.52
110Portland-South Portland, ME$114,270$100,600 to $157,300700.56
111Savannah, GA$112,660$112,660 to $137,610Not published by BLSNot published by BLS
112Tucson, AZ$111,510$83,730 to $138,300900.56
113Syracuse, NY$110,980$84,140 to $136,330500.35
114Asheville, NC$110,910$84,710 to $140,990500.59
115Oklahoma City, OK$110,110$110,110 to $128,2605201.77
116Albany-Schenectady-Troy, NY$108,730$88,180 to $144,9901500.79
117Seattle-Tacoma-Bellevue, WA$105,430$101,970 to $160,9102,5002.77
118Rochester, NY$104,610$82,540 to $152,2901300.59
119Charleston, WV$104,570$69,630 to $129,700300.7
120Fayetteville-Springdale-Rogers, AR$104,070$92,710 to $131,7702101.76
121Fort Wayne, IN$103,830$83,480 to $129,990300.35
122Lansing-East Lansing, MI$102,160$83,190 to $136,360900.94
123Huntsville, AL$101,860$99,470 to $139,5101100.93
124Lexington-Fayette, KY$101,540$84,350 to $127,760600.5
125Knoxville, TN$101,090$73,440 to $134,150800.42
126Chattanooga, TN-GA$100,260$84,590 to $131,080400.37
127Columbia, MO$99,000$83,300 to $122,260300.7
128San Juan-Bayamon-Caguas, PR$98,890$77,560 to $108,950600.19
129Jefferson City, MO$97,560$77,360 to $129,200401.3
130Jackson, MS$97,090$73,950 to $116,430600.48
131Springfield, MO$81,830$69,630 to $103,1301301.39
132Cheyenne, WY$67,630$57,270 to $74,0601105.12

Ranked by median in the unit BLS published. Annual and hourly figures are never converted for ranking: occupations BLS released hourly only are ranked in a separate hourly table. "Or more" medians rank at the top-code threshold. Entries without a published median are not listed.

Pay relative to local wages

Each metro's Big Data Engineer (Spark) annual median divided by that metro's all-occupations annual median. A larger ratio means the occupation's published median is higher relative to the local median for all jobs. Location quotient is shown separately as employment concentration and is never used to adjust pay.

Big Data Engineer (Spark) median relative to all-occupation median, by metro, May 2025
#Metro areaRatioRole medianAll-occupation medianLQ
1Myrtle Beach-Conway-North Myrtle Beach, SC4.04x$153,240$37,930Not published by BLS
2Reno, NV3.43x$170,390$49,6600.64
3Flint, MI3.42x$157,100$45,8800.54
4San Juan-Bayamon-Caguas, PR3.36x$98,890$29,4400.19
5North Port-Bradenton-Sarasota, FL3.32x$157,730$47,4400.23
6Allentown-Bethlehem-Easton, PA-NJ3.27x$160,300$48,9900.67
7Oxnard-Thousand Oaks-Ventura, CA3.21x$168,390$52,5100.44
8El Paso, TX3.21x$126,700$39,5100.41
9Waterbury-Shelton, CT3.12x$160,480$51,440Not published by BLS
10Springfield, MA3.11x$161,730$51,9300.57
11Peoria, IL3.11x$154,400$49,5900.44
12Santa Maria-Santa Barbara, CA3.08x$159,240$51,6900.43
13Orlando-Kissimmee-Sanford, FL3.08x$143,540$46,6300.44
14Pittsburgh, PA3.08x$152,800$49,6501.18
15Palm Bay-Melbourne-Titusville, FL3.07x$150,330$49,0300.53
16Harrisburg-Carlisle, PA3.05x$151,210$49,6101.03
17Phoenix-Mesa-Chandler, AZ3.04x$156,100$51,3800.95
18Bloomington, IL3.04x$161,430$53,1402.26
19Idaho Falls, ID3.04x$142,170$46,8000.93
20Lancaster, PA3.04x$146,400$48,2100.38
21Philadelphia-Camden-Wilmington, PA-NJ-DE-MD3.01x$163,590$54,3101.2
22Dallas-Fort Worth-Arlington, TX3.01x$154,770$51,4402.47
23Columbia, SC2.92x$135,790$46,4301.38
24Miami-Fort Lauderdale-West Palm Beach, FL2.90x$141,170$48,6400.4
25Milwaukee-Waukesha, WI2.89x$148,020$51,1600.36
26San Antonio-New Braunfels, TX2.89x$135,790$47,0100.81
27Wilmington, NC2.87x$131,470$45,8000.64
28Sacramento-Roseville-Folsom, CA2.83x$169,310$59,7500.5
29Ogden, UT2.82x$137,870$48,9000.32
30Houston-Pasadena-The Woodlands, TX2.82x$139,100$49,4100.55
31Baton Rouge, LA2.80x$136,480$48,7100.21
32Jacksonville, FL2.80x$136,640$48,8300.47
33Los Angeles-Long Beach-Anaheim, CA2.79x$155,740$55,8500.57
34Charlotte-Concord-Gastonia, NC-SC2.78x$138,870$49,9902.66
35Fresno, CA2.78x$130,290$46,9100.21
36Indianapolis-Carmel-Greenwood, IN2.78x$136,990$49,3400.61
37Omaha, NE-IA2.75x$136,620$49,6602.27
38Virginia Beach-Chesapeake-Norfolk, VA-NC2.73x$135,130$49,4301.48
39Riverside-San Bernardino-Ontario, CA2.73x$132,150$48,4000.22
40Columbus, GA-AL2.73x$118,880$43,5400.68
41Akron, OH2.73x$133,150$48,8400.74
42Atlanta-Sandy Springs-Roswell, GA2.73x$139,500$51,1701.69
43Tampa-St. Petersburg-Clearwater, FL2.72x$133,290$48,9400.58
44Stockton-Lodi, CA2.71x$132,810$48,9900.24
45Winston-Salem, NC2.71x$125,530$46,3801.09
46Birmingham, AL2.70x$129,030$47,7700.33
47Chicago-Naperville-Elgin, IL-IN2.70x$147,490$54,7200.65
48Spartanburg, SC2.69x$128,290$47,6500.91
49Cincinnati, OH-KY-IN2.68x$134,480$50,1700.79
50San Diego-Chula Vista-Carlsbad, CA2.67x$156,800$58,6900.59
51Madison, WI2.67x$155,160$58,0800.96
52Bridgeport-Stamford-Danbury, CT2.66x$163,350$61,4700.99
53Little Rock-North Little Rock-Conway, AR2.65x$121,490$45,7900.65
54Provo-Orem-Lehi, UT2.65x$127,070$48,0101.32
55Providence-Warwick, RI-MA2.65x$142,070$53,6800.51
56Memphis, TN-MS-AR2.65x$124,080$46,8900.45
57Columbus, OH2.65x$135,840$51,3400.99
58Charleston-North Charleston, SC2.64x$129,640$49,1500.99
59Greenville-Anderson-Greer, SC2.61x$121,610$46,5801.31
60Worcester, MA2.61x$150,940$57,8301.13
61Denver-Aurora-Centennial, CO2.61x$162,640$62,3201.96
62Scranton--Wilkes-Barre, PA2.61x$120,890$46,3300.3
63Spokane-Spokane Valley, WA2.61x$142,490$54,6600.44
64Louisville/Jefferson County, KY-IN2.60x$125,890$48,3700.49
65Richmond, VA2.60x$133,770$51,4601.53
66Dayton-Kettering-Beavercreek, OH2.58x$129,100$49,9800.74
67Reading, PA2.56x$126,370$49,4400.44
68Roanoke, VA2.56x$120,460$47,1400.56
69Raleigh-Cary, NC2.55x$132,740$51,9902.21
70Cleveland, OH2.54x$127,530$50,1400.89
71Detroit-Warren-Dearborn, MI2.54x$132,040$52,0800.89
72Albuquerque, NM2.53x$121,790$48,0600.39
73Buffalo-Cheektowaga, NY2.52x$128,100$50,7900.46
74Tulsa, OK2.52x$117,690$46,6700.8
75Kansas City, MO-KS2.51x$127,590$50,8201.21
76Boise City, ID2.50x$122,810$49,1000.89
77Grand Rapids-Wyoming-Kentwood, MI2.50x$118,980$47,5700.56
78Augusta-Richmond County, GA-SC2.49x$114,490$45,9900.52
79Utica-Rome, NY2.49x$121,720$48,9700.67
80Salt Lake City-Murray, UT2.48x$136,990$55,2401.12
81Toledo, OH2.46x$118,800$48,2200.24
82Austin-Round Rock-San Marcos, TX2.46x$139,960$56,9501.98
83St. Louis, MO-IL2.45x$122,310$49,9901.23
84Boston-Cambridge-Newton, MA-NH2.43x$161,650$66,6201.82
85Eugene-Springfield, OR2.42x$120,210$49,6800.53
86Nashville-Davidson--Murfreesboro--Franklin, TN2.42x$121,730$50,3900.63
87Colorado Springs, CO2.41x$127,050$52,7100.9
88Fort Collins-Loveland, CO2.40x$133,020$55,3100.69
89Lincoln, NE2.40x$119,760$49,8000.77
90Savannah, GA2.38x$112,660$47,240Not published by BLS
91San Francisco-Oakland-Fremont, CA2.37x$175,860$74,2601.56
92Asheville, NC2.37x$110,910$46,8700.59
93Portland-Vancouver-Hillsboro, OR-WA2.36x$143,410$60,6901.08
94San Jose-Sunnyvale-Santa Clara, CA2.36x$197,960$84,0502.29
95Urban Honolulu, HI2.34x$134,040$57,2200.27
96Durham-Chapel Hill, NC2.33x$141,770$60,7203.78
97Tucson, AZ2.33x$111,510$47,7600.56
98Oklahoma City, OK2.33x$110,110$47,2301.77
99Manchester-Nashua, NH2.32x$131,290$56,5300.56
100Des Moines-West Des Moines, IA2.32x$120,030$51,8200.79
101Ann Arbor, MI2.31x$127,990$55,3801.49
102Hartford-West Hartford-East Hartford, CT2.30x$137,980$59,9401.79
103Washington-Arlington-Alexandria, DC-VA-MD-WV2.29x$162,870$71,0603.5
104Salem, OR2.29x$126,670$55,3101.01
105Charleston, WV2.28x$104,570$45,8300.7
106Jackson, MS2.27x$97,090$42,8500.48
107Minneapolis-St. Paul-Bloomington, MN-WI2.26x$134,010$59,3201.3
108New Haven, CT2.26x$135,580$60,060Not published by BLS
109Baltimore-Columbia-Towson, MD2.25x$132,940$59,0700.96
110Kiryas Joel-Poughkeepsie-Newburgh, NY2.25x$114,560$50,9900.28
111Fayetteville-Springdale-Rogers, AR2.23x$104,070$46,6101.76
112Charlottesville, VA2.23x$122,780$55,1801.66
113Trenton-Princeton, NJ2.22x$141,220$63,4900.99
114Fort Wayne, IN2.18x$103,830$47,7000.35
115Olympia-Lacey-Tumwater, WA2.15x$133,500$61,9603.82
116Knoxville, TN2.15x$101,090$47,0800.42
117Chattanooga, TN-GA2.15x$100,260$46,7000.37
118New York-Newark-Jersey City, NY-NJ2.14x$131,540$61,4301.33
119Columbia, MO2.09x$99,000$47,2600.7
120Syracuse, NY2.09x$110,980$52,9900.35
121Lexington-Fayette, KY2.09x$101,540$48,6200.5
122Rochester, NY2.04x$104,610$51,2100.59
123Jefferson City, MO2.03x$97,560$48,0301.3
124Portland-South Portland, ME2.01x$114,270$56,9600.56
125Boulder, CO2.00x$139,160$69,5801.84
126Huntsville, AL1.97x$101,860$51,7400.93
127Anchorage, AK1.95x$117,540$60,2000.65
128Lansing-East Lansing, MI1.93x$102,160$52,8000.94
129Albany-Schenectady-Troy, NY1.86x$108,730$58,4600.79
130Springfield, MO1.79x$81,830$45,7801.39
131Seattle-Tacoma-Bellevue, WA1.45x$105,430$72,6102.77
132Cheyenne, WY1.31x$67,630$51,5405.12

Only metros where both medians are published annual numbers are listed. Top-coded medians are excluded from ratios.

National pay by industry

BLS four-digit industry rows for private establishments only, using industry titles exactly as published. These do not include government establishments. Totals and broader sector groupings are left out so no row double counts another.

Database Architects, national, by four-digit private industry, May 2025 (annual)
#Industry (BLS NAICS_TITLE)MedianP25 to P75Employment
1Web Search Portals, Libraries, Archives, and Other Information Services$183,770$127,890 to $220,910Not published by BLS
2Scheduled Air Transportation$179,310$177,440 to $198,21030
3Semiconductor and Other Electronic Component Manufacturing$178,150$139,610 to $234,270160
4Motion Picture and Video Industries$175,660$73,800 to $202,93090
5Insurance and Employee Benefit Funds$174,740$161,350 to $178,64030
6Pharmaceutical and Medicine Manufacturing$171,710$134,860 to $189,610140
7Computer and Peripheral Equipment Manufacturing$170,680$131,740 to $210,340140
8Monetary Authorities-Central Bank$170,130$160,520 to $195,480150
9Aerospace Product and Parts Manufacturing$161,760$132,700 to $187,030100
10Legal Services$159,620$134,880 to $173,610350
11Employment Services$156,000$117,970 to $172,1302,680
12Nondepository Credit Intermediation$156,000$127,270 to $173,480550
13Scientific Research and Development Services$155,160$117,950 to $174,3701,010
14Accounting, Tax Preparation, Bookkeeping, and Payroll Services$154,500$121,060 to $176,670560
15Wholesale Trade Agents and Brokers$152,710$111,310 to $183,700Not published by BLS
16Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services$152,560$137,540 to $186,8503,970
17Travel Arrangement and Reservation Services$149,580$126,880 to $170,130170
18Computer Systems Design and Related Services$148,680$118,950 to $171,68016,410
19Credit Intermediation and Related Activities (5221 and 5223 only)$147,430$130,100 to $175,0602,460
20Other Ambulatory Health Care Services$145,880$104,350 to $183,950160
21Other Miscellaneous Retailers$144,010$121,570 to $175,96040
22Merchant Wholesalers, Nondurable Goods (4241, 4247, and 4249 only)$143,860$106,700 to $170,44060
23Newspaper, Periodical, Book, and Directory Publishers$142,800$102,190 to $167,600280
24Commercial and Service Industry Machinery Manufacturing$141,770$102,530 to $168,42030
25Other Support Services$139,770$113,310 to $146,13050
26Insurance Carriers$139,610$125,370 to $165,1003,250
27Management of Companies and Enterprises$139,320$121,780 to $166,7306,830
28Electric Power Generation, Transmission and Distribution$138,660$127,300 to $170,180260
29Professional and Commercial Equipment and Supplies Merchant Wholesalers$138,540$119,380 to $176,610930
30Agencies, Brokerages, and Other Insurance Related Activities$137,830$111,650 to $164,1501,640
31Business Support Services$137,810$109,590 to $167,950380
32Home Health Care Services$136,120$75,950 to $157,34050
33Office Administrative Services$135,580$102,710 to $158,940620
34Freight Transportation Arrangement$134,570$107,310 to $179,23060
35Navigational, Measuring, Electromedical, and Control Instruments Manufacturing$134,520$110,910 to $163,190120
36Business, Professional, Labor, Political, and Similar Organizations$133,900$104,880 to $169,040250
37Medical Equipment and Supplies Manufacturing$133,570$121,860 to $159,25080
38Merchant Wholesalers, Nondurable Goods (4242 and 4246 only)$133,480$117,070 to $165,480340
39Other Miscellaneous Manufacturing$133,460$105,420 to $178,89030
40Machinery Manufacturing (3331, 3332, 3334, and 3339 only)$133,400$99,530 to $155,15090
41Communications Equipment Manufacturing$133,020$115,380 to $158,45030
42Electronic and Precision Equipment Repair and Maintenance$132,600$105,610 to $227,360Not published by BLS
43Software Publishers$131,900$101,970 to $165,1403,770
44Architectural, Engineering, and Related Services$131,850$98,950 to $167,470770
45Motor Vehicle and Motor Vehicle Parts and Supplies Merchant Wholesalers$131,690$101,940 to $156,77050
46Warehousing and Storage$131,250$90,650 to $187,150190
47Media Streaming Distribution Services, Social Networks, and Other Media Networks and Content Providers$131,120$98,210 to $168,010950
48Management, Scientific, and Technical Consulting Services$130,690$96,720 to $169,6104,340
49Advertising, Public Relations, and Related Services$130,400$101,850 to $142,250440
50Merchant Wholesalers, Durable Goods (4232, 4233, 4235, 4236, 4237, and 4239 only)$130,260$100,170 to $160,870280
51Spectator Sports$130,080$108,900 to $157,32050
52Social Advocacy Organizations$129,810$106,340 to $180,28070
53Chemical Manufacturing (3251, 3252, 3253, and 3259 only)$128,890$96,440 to $170,52040
54Motor Vehicle Manufacturing$128,290$121,220 to $172,230100
55Outpatient Care Centers$125,530$94,180 to $154,780120
56Motor Vehicle Parts Manufacturing$124,010$91,850 to $140,50040
57Other Professional, Scientific, and Technical Services$121,680$82,480 to $163,150Not published by BLS
58Offices of Physicians$120,580$104,670 to $145,640210
59Building Equipment Contractors$114,120$88,050 to $171,080100
60Merchant Wholesalers, Nondurable Goods (4244 and 4248 only)$112,340$77,870 to $153,970160
61Medical and Diagnostic Laboratories$110,660$81,540 to $128,68090
62Grantmaking and Giving Services$104,910$75,040 to $137,66060
63Machinery, Equipment, and Supplies Merchant Wholesalers$91,170$57,840 to $138,970120
64Apparel, Piece Goods, and Notions Merchant Wholesalers$88,960$88,950 to $129,380Not published by BLS
65Fabricated Metal Product Manufacturing (3321, 3322, 3325, 3326, and 3329 only)$86,320$74,470 to $147,77040
66Individual and Family Services$84,710$63,270 to $132,79050
67Health and Personal Care Retailers$83,610$83,610 to $131,750220
68Utility System Construction$79,040$66,860 to $100,74030
What these figures leave out for technology hires

BLS OEWS wages are straight-time gross pay. They include base rate, guaranteed pay, incentive pay including commissions and production bonuses, and cost-of-living allowances. They exclude overtime, shift differentials, nonproduction bonuses, severance and employer-paid benefits.

Our interpretation, not a BLS statement: the BLS definition does not name stock or equity grants, so we treat them as outside these figures and add nothing for them. If a technology offer leans on discretionary bonus or equity, we read the published figure as describing only the cash pay inside the BLS definition.

BLS definition: Wages for the OEWS survey are straight-time, gross pay, exclusive of premium pay. Base rate; cost-of-living allowances; guaranteed pay; hazardous-duty pay; incentive pay, including commissions and production bonuses; and tips are included. Excluded are overtime pay, severance pay, shift differentials, nonproduction bonuses, employer cost for supplementary benefits, and tuition reimbursements.

May 2024 and May 2025 medians

Big Data Engineer (Spark), United States median by BLS reference period
PeriodMedian
May 2024$135,980
May 2025$139,500

The median moved up $3,520 (+2.6%), from $135,980 in May 2024 to $139,500 in May 2025. Survey estimates carry sampling error, so small moves may not be meaningful.

Supervisor and manager roles here

Linked from this role's related titles in our taxonomy. Each uses its own BLS mapping.

A figure shown as "or more" is top-coded. BLS does not publish exact wages at or above $239,200 a year or $115.00 an hour.

Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. SOC 15-1243 Database Architects, the United States. Released 2026-05-15. Methodology and mapping notes.

These are BLS survey-based wage estimates, not observed individual offers or a modeled technology-title range. A broader occupation or proxy is not separate pay data for your job title.

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