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-296.016 (of) -296.016 (our) -295.983 (kno) 6.982 (wle) -6.993 (dge) 9.023 (\054) -295.994 (is) -295.983 (the) -296.016 (highest) -295.983 (r) 8.019 (ep) -7.015 (orte) -7.004 (d) -295.983 (thr) 8.008 (oughput) -296.998 (for) -295.994 (a) ] TJ 1 0 0 1 53.798 405.469 Tm [ (distribute) -7.015 (d) -249.989 (K) -24.023 (VS) -249.989 (use) -7.015 (d) -249.989 (for) -250 (large\055scale) -250.022 (data) -250.011 (ingestion) -249.978 (and) -249.989 (inde) 6.993 (xing\056) ] TJ /T1_2 7.97 Tf 0 -20.628 TD [ (P) -23.977 (VLDB) -200.01 (Refer) 7.98 (ence) -200.01 (Format\072) ] TJ /T1_1 7.97 Tf 0.986 0 0 1 53.798 373.882 Tm [ (Chinmay) -204.013 (Kulkarni\054) -205.016 (Badrish) -204.013 (Chandramouli\054) -203.975 (Ryan) -204.025 (Stutsman\056) -204.013 (A) 12.02 (chie) 6.976 (ving) -203.975 (High) ] TJ 1.02 0 0 1 53.559 362.923 Tm [ (Thr) 8.017 (oughput) -213.009 (and) -214 (Elasticity) -212.984 (in) -213.009 (a) -213.021 (Larger\055than\055Memor) -15.006 (y) -213.009 (Stor) 8.017 (e) 9.987 (\056) -213.987 (P) -23.011 (VLDB\054) -212.996 (1) -0.991 (4\0508\051\072) ] TJ 1 0 0 1 53.6148 351.964 Tm [ (1427) -199.998 (\055) -199.998 (1440\054) -199.998 (2021\056) -200.01 (doi\07210\05614778\0573457390\0563457406) ] TJ /T1_2 7.97 Tf 0.183 -18.467 Td [ (P) -23.977 (VLDB) -200.01 (Artifact) -200.023 (A) 65.018 (vailability\072) ] TJ /T1_1 7.97 Tf 1.02 0 0 1 53.559 322.539 Tm [ (The) -238.002 (sour) 6.989 (ce) -237.99 (co) -7.001 (de) 10.012 (\054) -238.981 (data\054) -237.977 (and\057or) -238.027 (other) -239.006 (artifacts) -238.002 (hav) 8.017 (e) -239.019 (b) -9.987 (e) -6.989 (en) -238.002 (made) -237.977 (available) -238.993 (at) ] TJ 1 0 0 1 53.798 311.58 Tm [ (https\072\057\057aka\056ms\057Shado) 6.989 (wfax\056) ] TJ /T1_2 9.963 Tf 0 -16.253 TD [ (1) -999.98 (IN) -37.008 (TRODUCTION) ] TJ /T1_1 8.966 Tf 0.98 0 0 1 53.798 280.372 Tm [ (Millions) -189.006 (of) -188.972 (sensors\054) -190.009 (mobile) -189.006 (applications\054) -188.983 (users\054) -189.028 (and) -188.983 (machines) -188.983 (contin\055) ] TJ 0 -10.959 TD [ (uously) -253.011 (generate) -252.989 (billions) -254.004 (of) -253 (e) 6.993 (v) 7.997 (ents) -252.989 (that) -252.989 (ar) 8.019 (e) -252.978 (ar) 8.008 (e) -252.978 (pr) 7.997 (o) -7.004 (cesse) -7.004 (d) -253.022 (by) -254.015 (str) 9 (eam\055) ] TJ 0.992 0 0 1 53.798 258.454 Tm [ (ing) -252.019 (engines) -251.985 (\133) ] TJ 1 0 0 1 101.046 258.454 Tm (11) Tj 0.992 0 0 1 109.385 258.454 Tm (\054) Tj 1 0 0 1 113.582 258.454 Tm (15) Tj 0.992 0 0 1 121.921 258.454 Tm [ (\135) -251.985 (and) -252.019 (ingeste) -6.982 (d) -252.007 (and) -252.019 (aggr) 7.997 (egate) -7.015 (d) -252.007 (by) -252.007 (state) -252.007 (manage\055) ] TJ 1.008 0 0 1 53.798 247.495 Tm [ (ment) -247.981 (systems) -248.015 (\050Figur) 8.008 (e) -249.007 (1\051\056) -247.993 (Real\055time) -247.993 (queries) -248.015 (ar) 7.997 (e) -248.015 (issue) -6.993 (d) -248.004 (against) -248.015 (this) ] TJ 0.986 0 0 1 53.798 236.536 Tm [ (ingeste) -6.993 (d) -252.989 (data) -252.989 (to) -253.982 (train) -253.011 (and) -252.989 (up) -7.015 (date) -253 (mo) -7.004 (dels) -253.011 (for) -252.978 (pr) 7.974 (e) -6.982 (diction\054) -253.022 (to) -253.982 (analyze) ] TJ 0.98 0 0 1 53.798 225.577 Tm [ (user) -236.003 (b) -10.004 (ehavior) 59.979 (\054) -236.014 (or) -237.007 (to) -236.014 (generate) -236.014 (de) 7.015 (vice) -236.003 (crash) -235.992 (r) 8.008 (ep) -7.026 (orts\054) -236.996 (etc\056) -235.992 (Hence) 9.993 (\054) -236.014 (these) ] TJ 1.01 0 0 1 53.798 214.618 Tm [ (state) -248.004 (management) -247.011 (systems) -248.004 (ar) 7.985 (e) -246.989 (a) -247.981 (fo) -7.015 (cal) -246.989 (p) -7.015 (oint) -247.993 (for) -247 (massiv) 8.019 (e) -248.015 (numb) -9.993 (ers) ] TJ 1 0 0 1 53.798 203.659 Tm [ (of) -250 (e) 6.993 (v) 8.019 (ents) -249.978 (and) -249.989 (queries) -249.989 (o) 7.004 (v) 8.019 (er) -250 (aggr) 8.008 (egate) -7.004 (d) -249.989 (information) -250 (ab) -10.004 (out) -249.989 (them\056) ] TJ 0.986 0 0 1 63.7609 192.701 Tm [ (This) -252.019 (has) -252.989 (le) -6.993 (d) -252.019 (to) -253.011 (sp) -6.97 (e) -6.993 (cialize) -6.993 (d) -252.989 (K) -23.99 (VSs) -251.985 (that) -252.989 (can) -251.985 (ingest) -253 (and) -252.019 (inde) 6.993 (x) -253 (these) ] TJ 1.009 0 0 1 53.798 181.742 Tm [ (e) 6.982 (v) 7.985 (ents) -247.011 (at) -247.011 (high) -246.989 (rates) -247 (\050100) -247.022 (million) -246.989 (op) -6.982 (erations) -246.989 (\050Mops\051) -247 (p) -6.982 (er) -246.989 (se) -7.026 (cond) -247.022 (\050) 12 (s\051) ] TJ 0.98 0 0 1 53.798 170.783 Tm [ (p) -6.982 (er) -227.014 (machine\051) -225.999 (using) -227.003 (many\055cor) 9.023 (e) -227.014 (har) 7.974 (dwar) 8.019 (e) -225.999 (\133) ] TJ 1 0 0 1 204.084 170.783 Tm (16) Tj 0.98 0 0 1 212.423 170.783 Tm (\054) Tj 1 0 0 1 216.347 170.783 Tm (57) Tj 0.98 0 0 1 224.685 170.783 Tm [ (\135\056) -226.981 (The) 7.015 (y) -226.01 (ar) 8.019 (e) -225.999 (e\034cient) ] TJ 1.02 0 0 1 53.798 159.824 Tm [ (if) -275.997 (e) 6.982 (v) 8.008 (ents) -275.997 (ar) 8.008 (e) -276.019 (generate) -6.993 (d) -275.997 (on) -275.997 (the) -275.986 (same) -276.008 (machine) -276.019 (as) -275.997 (the) -275.986 (K) -24.001 (VS\054) -276.019 (but\054) -275.986 (in) ] TJ ET q 0.1 0 0 0.1 0 0 cm 3.98 w q 1 0 0 1 537.98 1492.45 cm 0 0 m 478.21 0 l S Q Q BT /T1_1 6.974 Tf 54.296 140.443 Td [ (This) -199.977 (w) 8.016 (ork) -199.977 (is) -199.977 (license) -7.012 (d) -199.991 (under) -200.006 (the) -199.977 (Cr) 8.016 (eativ) 7.987 (e) -200.006 (Commons) -200.006 (BY) 49.012 (\055NC\055ND) -199.977 (4\0560) -199.977 (International) ] TJ -0.498 -7.97 Td (License) Tj 1 0 0 1 54.2961 140.443 Tm 20.723 -7.97 Td [ (\056) -199.991 (Visit) -199.991 (https\072\057\057cr) 8.001 (eativ) 7.987 (e) -6.983 (commons\056org\057licenses\057by\055) -71.023 (nc\055) -71.998 (nd\0574\0560\057) -199.977 (to) -200.006 (vie) 7.026 (w) -200.02 (a) -199.977 (cop) 6.983 (y) -200.006 (of) ] TJ -21.221 -7.97 Td [ (this) -200.02 (license) 10.023 (\056) -199.991 (For) -199.977 (any) -200.006 (use) -199.977 (b) -9.995 (e) 7.012 (y) 8.03 (ond) -199.977 (those) -200.02 (co) 6.998 (v) 8.001 (er) 7.987 (e) -6.983 (d) -199.991 (by) -199.977 (this) -200.02 (license) 10.023 (\054) -199.991 (obtain) -200.02 (p) -7.012 (ermission) -200.02 (by) ] TJ 0 -7.97 TD [ (emailing) -200.02 (info\100) -10.023 (vldb) 20.003 (\056org\056) -200.02 (Cop) 6.969 (yright) -199.991 (is) -199.977 (held) -199.977 (by) -199.977 (the) -199.991 (o) 6.998 (wner\057author\050) 11.973 (s\051\056) -199.991 (Publication) -199.977 (rights) ] TJ T* [ (license) -7.012 (d) -199.991 (to) -200.006 (the) -199.977 (VLDB) -199.977 (Endo) 6.983 (wment\056) ] TJ T* [ (Pr) 7.987 (o) -6.998 (ce) -6.983 (e) -6.998 (dings) -200.006 (of) -200.02 (the) -199.977 (VLDB) -199.977 (Endo) 6.998 (wment\054) -199.991 (V) 79.985 (ol\056) -199.977 (14\054) -199.977 (No) 9.98 (\056) -199.991 (8) -199.991 (ISSN) -199.963 (2150\0558097\056) ] TJ T* (doi\07210\05614778\0573457390\0563457406) Tj ET q 0.1 0 0 0.1 0 0 cm 3263.65 5537.04 2234.3 849.035 re W n q 3.98 w /Fm0 Do Q Q BT /T1_2 8.966 Tf 350.993 543.044 Td [ (Figur) 8.008 (e) -199.98 (1\072) -199.991 (A) -200.002 (typical) -200.002 (data) -200.013 (pr) 8.008 (o) -6.993 (cessing) -200.002 (pip) -6.982 (eline) 10.015 (\056) ] TJ /T1_1 8.966 Tf 0.983 0 0 1 317.955 523.816 Tm [ (practice) 9.993 (\054) -255.008 (e) 7.004 (v) 7.985 (ents) -254.985 (must) -255.03 (b) -10.015 (e) -255.008 (aggr) 7.974 (egate) -7.015 (d) -254.996 (fr) 9.011 (om) -254.985 (wide) -255.008 (and) -254.985 (distribute) -8.019 (d) -254.996 (sets) ] TJ 0.98 0 0 1 317.955 512.857 Tm [ (of) -194.983 (data) -195.017 (sour) 8.019 (ces\056) -195.998 (Hence) 11.008 (\054) -195.998 (fast) -195.028 (inde) 6.982 (xing) -195.006 (only) -195.006 (solv) 8.008 (es) -195.017 (part) -194.995 (of) -194.983 (the) -194.983 (pr) 7.997 (oblem\056) ] TJ 1.001 0 0 1 317.686 501.898 Tm [ (T) 62.991 (o) -251.026 (b) -9.982 (e) -250 (practical) -250.993 (and) -251.015 (cost\055e\035e) -6.993 (ctiv) 8.008 (e) 10.004 (\054) -250 (a) -251.004 (complete) -251.026 (system) -250.011 (for) -251.004 (aggr) 7.997 (egat\055) ] TJ 1.02 0 0 1 317.955 490.939 Tm [ (ing) -243.989 (e) 6.982 (v) 7.026 (ents) -244.011 (must) -244 (ingest) -243.978 (them) -245.004 (o) 7.015 (v) 7.997 (er) -244 (the) -245.026 (netw) 8.019 (ork\054) -244 (must) -244 (scale) -245.015 (acr) 7.997 (oss) ] TJ 0.98 0 0 1 317.955 479.98 Tm [ (machines) -212.014 (and) -210.988 (cor) 8.019 (es\054) -212.003 (and) -210.988 (must) -211.991 (b) -10.004 (e) -211.991 (elastic) -211.991 (\050) -11.978 (by) -210.988 (pr) 7.997 (o) 7.004 (visioning) -212.014 (and) -210.988 (r) 8.008 (e) -7.015 (con\055) ] TJ 1 0 0 1 317.955 469.022 Tm [ (\033guring) -250.011 (o) 7.004 (v) 8.019 (er) -250 (ine) 7.015 (xp) -6.993 (ensiv) 7.974 (e) -250 (cloud) -250.011 (r) 8.008 (esour) 8.008 (ces) -249.989 (as) -250.022 (w) 7.997 (orkloads) -250 (change\051\056) ] TJ 1.002 0 0 1 327.918 458.063 Tm [ (Existing) -250.022 (K) -24.001 (VSs) -251.004 (with) -250.011 (similar) -251.015 (p) -6.993 (erformance) -249.989 (\133) ] TJ 1 0 0 1 480.786 458.063 Tm (31) Tj 1.002 0 0 1 489.125 458.063 Tm (\054) Tj 1 0 0 1 493.352 458.063 Tm (40) Tj 1.002 0 0 1 501.69 458.063 Tm (\054) Tj 1 0 0 1 505.917 458.063 Tm (41) Tj 1.002 0 0 1 514.256 458.063 Tm (\054) Tj 1 0 0 1 518.482 458.063 Tm (51) Tj 1.002 0 0 1 526.821 458.063 Tm [ (\135) -250 (r) 7.997 (ely) -251.004 (on) ] TJ 0.98 0 0 1 317.955 447.104 Tm [ (application\055sp) -6.982 (e) -7.015 (ci\033c) -171.016 (har) 7.985 (dwar) 8.019 (e) -171.005 (acceleration\054) -171.987 (ma) 0.981 (king) -171.987 (them) -170.972 (imp) -6.982 (ossible) ] TJ 0 -10.959 TD [ (to) -226.992 (deplo) 7.004 (y) -226.992 (on) -227.003 (to) -6.982 (day\047s) -226.981 (cloud) -226.981 (platforms\056) -228.007 (These) -227.025 (systems) -227.014 (also) -227.014 (only) -227.014 (stor) 7.997 (e) ] TJ 1.02 0 0 1 317.955 425.186 Tm [ (data) -246.018 (in) -247 (DRAM) -245.985 (and) -245.996 (do) -246.007 (not) -247.011 (scale) -245.996 (acr) 7.997 (oss) -246.007 (machines\073) -246.989 (adding) -246.007 (supp) -7.004 (ort) ] TJ 1 0 0 1 317.955 414.227 Tm [ (to) -249.007 (do) -248.996 (so) -248.985 (without) -248.985 (hurting) -248.996 (normal\055case) -248.996 (p) -7.015 (erformance) -249.007 (is) -248.996 (not) -249.007 (straight\055) ] TJ 1.02 0 0 1 317.955 403.268 Tm [ (for) -15 (war) 7.985 (d\056) -290.997 (For) -292.001 (e) 6.982 (xample) 10.026 (\054) -290.997 (many) -291.99 (of) -290.975 (them) -291.009 (statically) -290.975 (partition) -291.99 (r) 8.019 (e) -7.026 (cor) 8.019 (ds) ] TJ 0.98 0 0 1 317.955 392.309 Tm [ (acr) 8.008 (oss) -191.002 (cor) 8.019 (es) -191.013 (to) -190.98 (eliminate) -191.013 (cr) 7.985 (oss\055cor) 8.008 (e) -191.002 (synchr) 8.989 (onization\056) -192.006 (This) -190.98 (optimizes) ] TJ 0.993 0 0 1 317.955 381.35 Tm [ (normal\055case) -253.022 (p) -6.982 (erformance) 10.004 (\054) -251.985 (but) -253.011 (it) -252.989 (makes) -253 (concurr) 8.008 (ent) -251.996 (op) -6.993 (erations) -253.011 (like) ] TJ 0.999 0 0 1 317.955 370.391 Tm [ (migration) -251.996 (and) -251.004 (scale) -252.019 (out) -251.974 (imp) -7.026 (ossible\073) -250.993 (transferring) -251.996 (r) 8.008 (e) -7.026 (cor) 7.997 (ds) -251.004 (and) -252.007 (o) 6.982 (wn\055) ] TJ 1.012 0 0 1 317.955 359.432 Tm [ (ership) -246.018 (b) -9.982 (etw) 7.974 (e) -6.993 (en) -247.011 (machines) -246.018 (and) -247 (cor) 8.019 (es) -245.985 (r) 7.974 (e) -6.993 (quir) 7.997 (es) -247.011 (a) -245.985 (stop\055the\055w) 7.985 (orld) -245.996 (ap\055) ] TJ 0.996 0 0 1 317.955 348.474 Tm [ (pr) 8.008 (oach) -251.004 (due) -251.004 (to) -250.022 (these) -251.015 (systems\047) -250.993 (lack) -250.981 (of) -250.993 (\033ne\055graine) -6.993 (d) -250.011 (synchr) 8.008 (onization\056) ] TJ 1.005 0 0 1 327.918 337.515 Tm [ (A) 12 (chie) 7.015 (ving) -250.022 (this) -248.985 (le) 7.026 (v) 7.974 (el) -249.989 (of) -250 (p) -6.993 (erformance) -248.996 (while) -250 (ful\033lling) -249.989 (all) -250 (of) -248.996 (these) ] TJ 0.998 0 0 1 317.955 326.556 Tm [ (r) 7.974 (e) -6.982 (quir) 7.985 (ements) -249.019 (on) -250.011 (commo) -6.993 (dity) -248.985 (cloud) -250.011 (platforms) -249.007 (r) 7.974 (e) -6.993 (quir) 7.985 (es) -248.996 (solving) -249.989 (tw) 7.997 (o) ] TJ 1.003 0 0 1 317.955 315.597 Tm [ (ke) 6.993 (y) -249.978 (challenges) -248.985 (simultane) -7.015 (ously) 59.009 (\056) -250.011 (First\054) -249.03 (w) 8.008 (orkloads) -250.011 (change) -248.996 (o) 7.015 (v) 8.008 (er) -249.978 (time) ] TJ 1.02 0 0 1 317.955 304.638 Tm [ (and) -322.995 (cloud) -323.006 (VMs) -324.01 (fail\054) -322.995 (so) -323.017 (systems) -323.006 (must) -323.987 (tolerate) -322.984 (failur) 7.974 (e) -322.995 (and) -323.006 (r) 6.993 (e) -6 (con\055) ] TJ T* [ (\033guration\056) -247.981 (Doing) -246.989 (this) -247.993 (without) -248.015 (hurting) -246.989 (normal\055case) -247.993 (p) -6.993 (erformance) ] TJ 1.019 0 0 1 317.955 282.72 Tm [ (at) -244.992 (100) -243.989 (Mops\057s) -244.981 (is) -244.981 (har) 8.008 (d\054) -243.989 (since) -244.992 (e) 6.993 (v) 7.985 (en) -244.981 (a) -245.004 (single) -244.011 (e) 6.993 (xtra) -244.981 (ser) -14.978 (v) 7.985 (er\055side) -245.015 (cache) ] TJ 1.012 0 0 1 317.955 271.761 Tm [ (miss) -247 (to) -247.993 (che) -6.022 (ck) -248.015 (ke) 7.015 (y) -247.011 (o) 7.004 (wnership) -246.989 (or) -248.004 (r) 7.985 (e) -6.993 (con\033guration) -247.011 (status) -246.989 (w) 7.985 (ould) -247.011 (cut) ] TJ 1.02 0 0 1 317.955 260.802 Tm [ (thr) 8.008 (oughput) -248.985 (by) -248.015 (tens) -248.015 (of) -248.996 (millions) -248.004 (of) -248.996 (op) -6.982 (erations) -247.993 (p) -6.982 (er) -248.015 (se) -7.015 (cond\056) -249.019 (Se) -7.004 (cond\054) ] TJ 1.001 0 0 1 317.955 249.843 Tm [ (the) -248.985 (high) -249.019 (CP) -48.983 (U) -248.996 (cost) -248.974 (of) -248.985 (pr) 7.985 (o) -6.993 (cessing) -249.007 (incoming) -249.019 (netw) 7.985 (ork) -248.985 (packets) 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