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TRENDS in data warehousing
Pham Hoang Anh, Phan Quang Huy, Nguyen Thanh Tung
Lecture : mrs. Le Phuong Chi
Data warehouse l¨¤ g¨¬?
? Data warehouse ch¨ªnh l¨¤ database chuy¨ºn d¨´ng cho t?o b¨¢o c¨¢o v¨¤ ph?n t¨ªch
d? li?u
? N¨® v?a h? tr? c¨¢c truy v?n ph?c t?p, v?a l¨¤ ?i?m t?p trung d? li?u t? nhi?u
ngu?n kh¨¢c nhau ?? c¨® ???c th?ng tin ph?n t¨ªch ??y ?? nh?t
? => Data warehouse l¨¤ m?t t?p h?p d? li?u h??ng ch? ??, to¨¤n v?n, kh?ng b?
r¨° r? m?t m¨¢t v¨¤ c¨® gi¨¢ tr? l?ch s?
C? th? c¨¢c t¨ªnh ch?t ?¨® nh? sau:
Time ¨C varying
Nonvolatile
Integrated
Subject ¨C oriented
? T¨ªnh h??ng ch? ??
? T¨ªnh to¨¤n v?n
? T¨ªnh b?t bi?n
? Gi¨¢ tr? l?ch s?
? Data warehouse cho ph¨¦p ng??i
d¨´ng ? m?c qu?n l?, ra quy?t ??nh
th?c hi?n c¨¢c ph¨¦p ph?n t¨ªch t??ng
t¨¢c v?i data b?ng h? th?ng x? l?
ph?n t¨ªch tr?c tuy?n (online
analytical processing ¨C OLAP).
Ngo¨¤i ra data warehouse c?ng ???c d¨´ng cho b¨¢o
c¨¢o, data mining v¨¤ ph?n t¨ªch th?ng k¨º. Database
v¨¤ data warehouse, do ?¨® ch? kh¨¢c nhau v? m?t
kh¨¢i ni?m, m?t database n?u d¨´ng ri¨ºng cho c¨¢c
m?c ?¨ªch tr¨ºn c?ng ???c coi l¨¤ data warehouse.
Nh? v?y, n?u nh? database ???c v¨ª nh? c¨¢i t? s¨¢ch
c¨¢ nh?n, n?i ng??i ta th??ng xuy¨ºn tra c?u, c?p
nh?t, hi?u ?¨ªnh, ghi ch¨² v¨¤o l?, th¨ºm m?i ho?c
chuy?n s¨¢ch ?i, th¨¬ data warehouse l?i ???c so
s¨¢nh v?i th? vi?n qu?c gia, n?i c¨¢c t¨¤i li?u kinh
?i?n ???c ??a ??n li¨ºn t?c ?? l?u tr? v¨¤ tham
kh?o, kh?ng ai s?a ch?a ho?c chuy?n ch¨²ng qua
ch? n¨¤o kh¨¢c c?.
CONTINUED GROWTH IN DATA WAREHOUSE
4.3
2.5
3.5
4.5
2.4
4.4
1.8
2.8
2 2
3
5
Category 1 Category 2 Category 3 Category 4
Series 1 Series 2 Series 3
Database nghi?p v? DataWarehouse
Ng??i d¨´ng Nh?n vi¨ºn v?n h¨¤nh C¨¢n b? qu?n l?, NV ph?n t¨ªch s? li?u
Lo?i h¨¬nh s? d?ng D? ?o¨¢n ???c, l?p ?i l?p l?i Truy xu?t ??t xu?t, kh?ng x¨¢c ??nh tr??c
D? li?u Hi?n t?i, ? m?c chi ti?t L?ch s?, ? m?c t?ng h?p
T? ch?c d? li?u Theo y¨ºu c?u nghi?p v? Theo v?n ?? ph?n t¨ªch
C?u tr¨²c d? li?u T?i ?u cho c¨¢c giao d?ch nh? T?i ?u cho c¨¢c truy v?n ph?c t?p
T?n su?t truy c?p Cao TB -> th?p
Lo?i truy c?p ??c, ghi, c?p nh?t, x¨®a ??c , ghi
S? l??ng b?n ghi m?i l?n truy
c?p
?t R?t l?n
Th?i gian truy c?p Ng?n T??ng ??i d¨¤i
M?c ?? x? l? song song
Cao, c¨¢c t¨¢c v? ??ng th?i tr¨ºn 1 b?n ghi nh?t ??nh
x?y ra th??ng xuy¨ºn
Th?p
T?n su?t update data Th??ng xuy¨ºn Kh?ng update
D? th?a d? li?u Th?p (B?ng ?? ???c chu?n h¨®a) Cao (Ch?a chu?n h¨®a)
M? h¨¬nh d? li?u M? h¨¬nh quan h? th?c th? M? h¨¬nh ?a chi?u
M? h¨¬nh tri?n khai To¨¤n b? h? th?ng T?ng d?n theo DataMart
So s¨¢nh database nghi?p v? v¨¤ data warehouse
REVOLUTION
? H?n m?t n?a c¨¢c c?ng ty high-end business ?
M? ?? s? d?ng dw ho?c c¨® k? ho?ch b? sung
cho doanh nghi?p m¨¬nh
? Trong ng¨¤nh c?ng nghi?p, t? c¨¢c chu?i c?a
h¨¤ng b¨¢n l? ??n c¨¢c t? ch?c t¨¤i ch¨ªnh, t? c¨¢c
doanh nghi?p t? ??n c¨¢c c? quan nh¨¤ n??c,
hang kh?ng ??n c¨¢c t?p ?o¨¤n d??c , dw ??
c¨¢ch m?ng h¨®a c¨¢ch th?c con ng??i th?c hi?n
c¨¢c ph?n t¨ªch kinh doanh v¨¤ ??a ra quy?t ??nh
chi?n l??c.
? M?i m?t c?ng ty ??u c¨® 1 dw ri¨ºng v¨¤ nh?n ra
???c nhi?u l?i ¨ªch to l?n.
Dw d??ng nh? ng¨¤y c¨¤ng
ph? bi?n trong c¨¢c doanh
nghi?p c?ng nh? ?? ???c
gi?ng d?y ??i tr¨¤ ? tr??ng
h?c
XU H??NG
- TRENDS
Dw kh?ng ch? l¨¤ m?t hi?n t??ng
m?i. H?u h?t c¨¢c doanh nghi?p
l?n ??u c¨® dw, nh?ng v?n ??
qu?n l? l?i ch?a ???c t?i ?u.
Trong v¨¤i n?m t?i, s? ph¨¢t tri?n
c?a dw s? l¨¤ r?t l?n khi m¨¤ c¨¢c
s?n ph?m v¨¤ c?ng ngh? m?i
th??ng xuy¨ºn ???c update.
Trend # 1: Outsourcing
? M?c d¨´ c¨¢c doanh nghi?p ch?a b?t ??u ?? thu¨º ngo¨¤i dw th?c t? c?a h?, h?
?ang gia c?ng ph?n m?m ?ng d?ng kh¨¢c v¨¤ n¨®i r?ng ra, c¨¢c d? li?u ???c s?
d?ng v¨¤ ???c t?o ra b?i c¨¢c ?ng d?ng. Vi?c s? d?ng c?a gia c?ng ph?n m?m
???c ph¨¢t tri?n nhanh ch¨®ng.
Trend # 2: Hub Versus Relational Databases
? Trong m?t n? l?c ?? ki?m so¨¢t chi ph¨ª v¨¤ c?i thi?n hi?u su?t, c¨¢c doanh nghi?p
?ang ng¨¤y c¨¤ng th?c hi?n c¨¢c trung t?m d? li?u trong dw c?a h? thay v¨¬ s?
d?ng c? s? d? li?u quan h?. Gi? d? li?u trong m?t c? s? d? li?u quan h? c¨® th?
kh¨¢ ??t, chi ph¨ª t? ba ??n n?m l?n so v?i vi?c gi? d? li?u trong m?t kho l?u
tr? nonrelational. Ngo¨¤i ra, c¨¢c truy v?n tr¨ºn c¨¢c c?a h¨¤ng d? li?u
nonrelational c¨® th? t?t h?n c¨¢c truy v?n tr¨ºn c? s? d? li?u quan h?. V?i hy
v?ng ??t ???c nh?ng l?i ¨ªch n¨¤y, c¨¢c doanh nghi?p ?ang chuy?n sang c¨¢c t?p
tin n¨¦n ph?ng ?? thay th? m?t s? RDBMS c?a h?. M?c d¨´ c¨® nh?ng l?i ¨ªch hi?u
su?t v¨¤ chi ph¨ª-hi?u qu? c?a c¨¢c trung t?m d? li?u, h? ???c gi?i h?n b?i kh?ng
c¨® SQL v¨¤ kh?ng th¨ªch h?p cho t?t c? c¨¢c t¨¬nh hu?ng.
Trend # 3: Active Data Warehouses
? Khi c¨¢c doanh nghi?p ph?i ??i m?t v?i ¨¢p l?c c?nh tranh ?? t?ng t?c ?? c?a vi?c ra
quy?t ??nh, dw ph?i ti?n h¨®a ?? h? tr? ph?n t¨ªch th?i gian th?c v¨¤ h¨¤nh ??ng.
"Active" dw l¨¤ m?t c¨¢ch ?? ?¨¢p ?ng nhu c?u n¨¤y.
Trend # 4: Fusion v?i CRM
? Qu?n l? quan h? kh¨¢ch h¨¤ng (CRM) l¨¤ m?t trong nh?ng s¨¢ng ki?n kinh doanh ph?
bi?n nh?t trong c¨¢c doanh nghi?p hi?n nay. CRM gi¨²p doanh nghi?p thu h¨²t kh¨¢ch
h¨¤ng m?i v¨¤ ph¨¢t tri?n l¨°ng trung th¨¤nh c?a c¨¢c kh¨¢ch h¨¤ng hi?n t?i v?i k?t qu? cu?i
c¨´ng c?a vi?c t?ng doanh thu v¨¤ n?ng cao l?i nhu?n. M?t dw ch?a c¨¢c th?ng tin
doanh nghi?p c?n ph?i th?c s? hi?u kh¨¢ch h¨¤ng c?a m¨¬nh v¨¤, do ?¨®, ng¨¤y c¨¤ng c¨® v?
l¨¤ m?t ?i?u ki?n ti¨ºn quy?t cho m?t s¨¢ng ki?n CRM th¨¤nh c?ng.
Trend # 5: Growing Number of End Users
? L¨¤ nh¨¤ cung c?p l¨¤m cho dw v¨¤ c?ng c? kinh doanh th?ng minh d? ti?p c?n
h?n ??n c?ng ch¨²ng, s? l??ng ng??i d¨´ng cu?i dw ng¨¤y c¨¤ng t?ng nhanh.
Survey.com d? ?o¨¢n r?ng s? l??ng ng??i d¨´ng dw s? nhi?u h?n g?p b?n l?n
v¨¤o n?m 2002, v?i trung b¨¬nh 2.718 ng??i d¨´ng c¨¢ nh?n v¨¤ 609 ng??i d¨´ng
??ng th?i m?i kho. Ngo¨¤i ra ?? ??i ph¨® v?i s? gia t?ng s? l??ng ng??i d¨´ng
cu?i, c¨¢c ??i dw s? c?n ?? ph?c v? cho c¨¢c lo?i kh¨¢c nhau c?a ng??i d¨´ng
cu?i.
Trend # 6: C¨¢c truy v?n ph?c t?p h?n
? Ngo¨¤i ra ?? tr? th¨¤nh nhi?u h?n, truy v?n ??i v?i dw c?ng s? tr? n¨ºn ph?c t?p
h?n. Mong ??i c?a ng??i d¨´ng ?ang ng¨¤y c¨¤ng t?ng v? kh? n?ng ?? c¨® ???c
ch¨ªnh x¨¢c c¨¢c lo?i th?ng tin c?n thi?t, khi c?n thi?t. ??n gi?n l¨¤ t?p h?p d?
li?u kh?ng c¨°n ?? ?? ?¨¢p ?ng nh?ng ng??i d¨´ng mu?n c¨® th? ?i s?u v¨¤o nhi?u
kh¨ªa c?nh. V¨ª d?, n¨® c¨® th? kh?ng ?? ?? cung c?p m?t b¨¢o c¨¢o b¨¢n h¨¤ng khu
v?c m?i tu?n. Ng??i d¨´ng c¨® th? mu?n xem x¨¦t c¨¢c d? li?u b?ng k¨ªch th??c
t¨´y ch?nh - c¨® l? b?i m?t ??c t¨ªnh kh¨¢ch h¨¤ng nh?t ??nh, m?t ??a ?i?m b¨¢n
h¨¤ng c? th? ho?c th?i ?i?m mua h¨¤ng.
? Ng??i d¨´ng c?ng ?ang ?¨°i h?i c¨¢c c?ng c? kinh doanh th?ng minh tinh vi h?n.
Trend # 7: T¨ªch h?p Custom View
? L?y m?t c¨¢i nh¨¬n 360- ?? c?a kh¨¢ch h¨¤ng ???c nhanh ch¨®ng tr? th¨¤nh nh?ng
l? do ph? bi?n nh?t ??i v?i quy m? l?n n? l?c c?a dw. C¨¢c doanh nghi?p mu?n
c¨® ???c m?t b?c tranh ho¨¤n ch?nh c?a t?ng kh¨¢ch h¨¤ng tr¨ºn t?t c? c¨¢c k¨ºnh
truy?n h¨¬nh v¨¤ t?t c? c¨¢c ng¨¤nh ngh? kinh doanh. Trong khi ?i?u n¨¤y nghe c¨®
v? gi?ng nh? m?t kh¨¢i ni?m ??n gi?n, n¨® c¨® th? r?t kh¨® kh?n ?? th?c hi?n.
Nhi?u doanh nghi?p c¨® l?ch s? ???c t? ch?c xung quanh s?n ph?m, khu v?c
??a l? ho?c k¨ªch th??c-kinh doanh kh¨¢c c¨® li¨ºn quan, v¨¤ c¨¢c h? th?ng CNTT
c?a h? ph?n ¨¢nh ?i?u n¨¤y. Di chuy?n ??n m?t c¨¢i nh¨¬n kh¨¢ch h¨¤ng trung t?m
?¨°i h?i m?t s? thay ??i l?n trong c¨¢ch h? thu th?p, l?u tr? v¨¤ ph? bi?n th?ng
tin. C¨¢c doanh nghi?p ph?i t¨ªch h?p c¨¢c ngu?n d? li?u ???c ph¨¢t sinh ?? c?p
tr??c ?¨® v¨¤ ph?i ch?c ch?n ?? x? l? c¨¢c v?n ?? ch?t l??ng d? li?u ?? kh¨¢ch
h¨¤ng ???c th? hi?n ch¨ªnh x¨¢c tr¨ºn t?t c? c¨¢c h? th?ng.
Trend # 8: B¨´ng n? Data Volumes
? M?t trong nh?ng v?n ?? c?ng ngh? l?n nh?t ??i v?i c¨¢c doanh nghi?p hi?n nay
l¨¤ s? b¨´ng n? v? s? l??ng d? li?u ???c d? ki?n s? x?y ra trong v¨¤i n?m t?i.
Theo Gartner, trong n?m 2004 c¨¢c doanh nghi?p s? ???c qu?n l? d? li?u nhi?u
h?n 30 l?n so v?i n?m 1999. E-kinh doanh l¨¤ m?t trong nh?ng th? ph?m
ch¨ªnh trong v? n? d? li?u, nh? d¨°ng k¨ªch d? li?u d? ki?n s? nhanh ch¨®ng th¨ºm
terabytes v?i dw. Khi s? l??ng c¨¢c k¨ºnh ti?p x¨²c kh¨¢ch h¨¤ng kh¨¢c ph¨¢t tri?n,
h? th¨ºm d? li?u nhi?u h?n. Nhu c?u c?a ng??i d¨´ng cu?i leo thang c?ng ?¨®ng
g¨®p m?t ph?n, nh? t? ch?c thu th?p th¨ºm th?ng tin v¨¤ l?u tr? n¨® trong m?t
th?i gian d¨¤i h?n.
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Trends in data warehousing

  • 1. TRENDS in data warehousing Pham Hoang Anh, Phan Quang Huy, Nguyen Thanh Tung Lecture : mrs. Le Phuong Chi
  • 2. Data warehouse l¨¤ g¨¬? ? Data warehouse ch¨ªnh l¨¤ database chuy¨ºn d¨´ng cho t?o b¨¢o c¨¢o v¨¤ ph?n t¨ªch d? li?u ? N¨® v?a h? tr? c¨¢c truy v?n ph?c t?p, v?a l¨¤ ?i?m t?p trung d? li?u t? nhi?u ngu?n kh¨¢c nhau ?? c¨® ???c th?ng tin ph?n t¨ªch ??y ?? nh?t ? => Data warehouse l¨¤ m?t t?p h?p d? li?u h??ng ch? ??, to¨¤n v?n, kh?ng b? r¨° r? m?t m¨¢t v¨¤ c¨® gi¨¢ tr? l?ch s?
  • 3. C? th? c¨¢c t¨ªnh ch?t ?¨® nh? sau: Time ¨C varying Nonvolatile Integrated Subject ¨C oriented ? T¨ªnh h??ng ch? ?? ? T¨ªnh to¨¤n v?n ? T¨ªnh b?t bi?n ? Gi¨¢ tr? l?ch s?
  • 4. ? Data warehouse cho ph¨¦p ng??i d¨´ng ? m?c qu?n l?, ra quy?t ??nh th?c hi?n c¨¢c ph¨¦p ph?n t¨ªch t??ng t¨¢c v?i data b?ng h? th?ng x? l? ph?n t¨ªch tr?c tuy?n (online analytical processing ¨C OLAP).
  • 5. Ngo¨¤i ra data warehouse c?ng ???c d¨´ng cho b¨¢o c¨¢o, data mining v¨¤ ph?n t¨ªch th?ng k¨º. Database v¨¤ data warehouse, do ?¨® ch? kh¨¢c nhau v? m?t kh¨¢i ni?m, m?t database n?u d¨´ng ri¨ºng cho c¨¢c m?c ?¨ªch tr¨ºn c?ng ???c coi l¨¤ data warehouse.
  • 6. Nh? v?y, n?u nh? database ???c v¨ª nh? c¨¢i t? s¨¢ch c¨¢ nh?n, n?i ng??i ta th??ng xuy¨ºn tra c?u, c?p nh?t, hi?u ?¨ªnh, ghi ch¨² v¨¤o l?, th¨ºm m?i ho?c chuy?n s¨¢ch ?i, th¨¬ data warehouse l?i ???c so s¨¢nh v?i th? vi?n qu?c gia, n?i c¨¢c t¨¤i li?u kinh ?i?n ???c ??a ??n li¨ºn t?c ?? l?u tr? v¨¤ tham kh?o, kh?ng ai s?a ch?a ho?c chuy?n ch¨²ng qua ch? n¨¤o kh¨¢c c?.
  • 7. CONTINUED GROWTH IN DATA WAREHOUSE 4.3 2.5 3.5 4.5 2.4 4.4 1.8 2.8 2 2 3 5 Category 1 Category 2 Category 3 Category 4 Series 1 Series 2 Series 3
  • 8. Database nghi?p v? DataWarehouse Ng??i d¨´ng Nh?n vi¨ºn v?n h¨¤nh C¨¢n b? qu?n l?, NV ph?n t¨ªch s? li?u Lo?i h¨¬nh s? d?ng D? ?o¨¢n ???c, l?p ?i l?p l?i Truy xu?t ??t xu?t, kh?ng x¨¢c ??nh tr??c D? li?u Hi?n t?i, ? m?c chi ti?t L?ch s?, ? m?c t?ng h?p T? ch?c d? li?u Theo y¨ºu c?u nghi?p v? Theo v?n ?? ph?n t¨ªch C?u tr¨²c d? li?u T?i ?u cho c¨¢c giao d?ch nh? T?i ?u cho c¨¢c truy v?n ph?c t?p T?n su?t truy c?p Cao TB -> th?p Lo?i truy c?p ??c, ghi, c?p nh?t, x¨®a ??c , ghi S? l??ng b?n ghi m?i l?n truy c?p ?t R?t l?n Th?i gian truy c?p Ng?n T??ng ??i d¨¤i M?c ?? x? l? song song Cao, c¨¢c t¨¢c v? ??ng th?i tr¨ºn 1 b?n ghi nh?t ??nh x?y ra th??ng xuy¨ºn Th?p T?n su?t update data Th??ng xuy¨ºn Kh?ng update D? th?a d? li?u Th?p (B?ng ?? ???c chu?n h¨®a) Cao (Ch?a chu?n h¨®a) M? h¨¬nh d? li?u M? h¨¬nh quan h? th?c th? M? h¨¬nh ?a chi?u M? h¨¬nh tri?n khai To¨¤n b? h? th?ng T?ng d?n theo DataMart So s¨¢nh database nghi?p v? v¨¤ data warehouse
  • 9. REVOLUTION ? H?n m?t n?a c¨¢c c?ng ty high-end business ? M? ?? s? d?ng dw ho?c c¨® k? ho?ch b? sung cho doanh nghi?p m¨¬nh ? Trong ng¨¤nh c?ng nghi?p, t? c¨¢c chu?i c?a h¨¤ng b¨¢n l? ??n c¨¢c t? ch?c t¨¤i ch¨ªnh, t? c¨¢c doanh nghi?p t? ??n c¨¢c c? quan nh¨¤ n??c, hang kh?ng ??n c¨¢c t?p ?o¨¤n d??c , dw ?? c¨¢ch m?ng h¨®a c¨¢ch th?c con ng??i th?c hi?n c¨¢c ph?n t¨ªch kinh doanh v¨¤ ??a ra quy?t ??nh chi?n l??c. ? M?i m?t c?ng ty ??u c¨® 1 dw ri¨ºng v¨¤ nh?n ra ???c nhi?u l?i ¨ªch to l?n. Dw d??ng nh? ng¨¤y c¨¤ng ph? bi?n trong c¨¢c doanh nghi?p c?ng nh? ?? ???c gi?ng d?y ??i tr¨¤ ? tr??ng h?c
  • 10. XU H??NG - TRENDS Dw kh?ng ch? l¨¤ m?t hi?n t??ng m?i. H?u h?t c¨¢c doanh nghi?p l?n ??u c¨® dw, nh?ng v?n ?? qu?n l? l?i ch?a ???c t?i ?u. Trong v¨¤i n?m t?i, s? ph¨¢t tri?n c?a dw s? l¨¤ r?t l?n khi m¨¤ c¨¢c s?n ph?m v¨¤ c?ng ngh? m?i th??ng xuy¨ºn ???c update.
  • 11. Trend # 1: Outsourcing ? M?c d¨´ c¨¢c doanh nghi?p ch?a b?t ??u ?? thu¨º ngo¨¤i dw th?c t? c?a h?, h? ?ang gia c?ng ph?n m?m ?ng d?ng kh¨¢c v¨¤ n¨®i r?ng ra, c¨¢c d? li?u ???c s? d?ng v¨¤ ???c t?o ra b?i c¨¢c ?ng d?ng. Vi?c s? d?ng c?a gia c?ng ph?n m?m ???c ph¨¢t tri?n nhanh ch¨®ng.
  • 12. Trend # 2: Hub Versus Relational Databases ? Trong m?t n? l?c ?? ki?m so¨¢t chi ph¨ª v¨¤ c?i thi?n hi?u su?t, c¨¢c doanh nghi?p ?ang ng¨¤y c¨¤ng th?c hi?n c¨¢c trung t?m d? li?u trong dw c?a h? thay v¨¬ s? d?ng c? s? d? li?u quan h?. Gi? d? li?u trong m?t c? s? d? li?u quan h? c¨® th? kh¨¢ ??t, chi ph¨ª t? ba ??n n?m l?n so v?i vi?c gi? d? li?u trong m?t kho l?u tr? nonrelational. Ngo¨¤i ra, c¨¢c truy v?n tr¨ºn c¨¢c c?a h¨¤ng d? li?u nonrelational c¨® th? t?t h?n c¨¢c truy v?n tr¨ºn c? s? d? li?u quan h?. V?i hy v?ng ??t ???c nh?ng l?i ¨ªch n¨¤y, c¨¢c doanh nghi?p ?ang chuy?n sang c¨¢c t?p tin n¨¦n ph?ng ?? thay th? m?t s? RDBMS c?a h?. M?c d¨´ c¨® nh?ng l?i ¨ªch hi?u su?t v¨¤ chi ph¨ª-hi?u qu? c?a c¨¢c trung t?m d? li?u, h? ???c gi?i h?n b?i kh?ng c¨® SQL v¨¤ kh?ng th¨ªch h?p cho t?t c? c¨¢c t¨¬nh hu?ng.
  • 13. Trend # 3: Active Data Warehouses ? Khi c¨¢c doanh nghi?p ph?i ??i m?t v?i ¨¢p l?c c?nh tranh ?? t?ng t?c ?? c?a vi?c ra quy?t ??nh, dw ph?i ti?n h¨®a ?? h? tr? ph?n t¨ªch th?i gian th?c v¨¤ h¨¤nh ??ng. "Active" dw l¨¤ m?t c¨¢ch ?? ?¨¢p ?ng nhu c?u n¨¤y.
  • 14. Trend # 4: Fusion v?i CRM ? Qu?n l? quan h? kh¨¢ch h¨¤ng (CRM) l¨¤ m?t trong nh?ng s¨¢ng ki?n kinh doanh ph? bi?n nh?t trong c¨¢c doanh nghi?p hi?n nay. CRM gi¨²p doanh nghi?p thu h¨²t kh¨¢ch h¨¤ng m?i v¨¤ ph¨¢t tri?n l¨°ng trung th¨¤nh c?a c¨¢c kh¨¢ch h¨¤ng hi?n t?i v?i k?t qu? cu?i c¨´ng c?a vi?c t?ng doanh thu v¨¤ n?ng cao l?i nhu?n. M?t dw ch?a c¨¢c th?ng tin doanh nghi?p c?n ph?i th?c s? hi?u kh¨¢ch h¨¤ng c?a m¨¬nh v¨¤, do ?¨®, ng¨¤y c¨¤ng c¨® v? l¨¤ m?t ?i?u ki?n ti¨ºn quy?t cho m?t s¨¢ng ki?n CRM th¨¤nh c?ng.
  • 15. Trend # 5: Growing Number of End Users ? L¨¤ nh¨¤ cung c?p l¨¤m cho dw v¨¤ c?ng c? kinh doanh th?ng minh d? ti?p c?n h?n ??n c?ng ch¨²ng, s? l??ng ng??i d¨´ng cu?i dw ng¨¤y c¨¤ng t?ng nhanh. Survey.com d? ?o¨¢n r?ng s? l??ng ng??i d¨´ng dw s? nhi?u h?n g?p b?n l?n v¨¤o n?m 2002, v?i trung b¨¬nh 2.718 ng??i d¨´ng c¨¢ nh?n v¨¤ 609 ng??i d¨´ng ??ng th?i m?i kho. Ngo¨¤i ra ?? ??i ph¨® v?i s? gia t?ng s? l??ng ng??i d¨´ng cu?i, c¨¢c ??i dw s? c?n ?? ph?c v? cho c¨¢c lo?i kh¨¢c nhau c?a ng??i d¨´ng cu?i.
  • 16. Trend # 6: C¨¢c truy v?n ph?c t?p h?n ? Ngo¨¤i ra ?? tr? th¨¤nh nhi?u h?n, truy v?n ??i v?i dw c?ng s? tr? n¨ºn ph?c t?p h?n. Mong ??i c?a ng??i d¨´ng ?ang ng¨¤y c¨¤ng t?ng v? kh? n?ng ?? c¨® ???c ch¨ªnh x¨¢c c¨¢c lo?i th?ng tin c?n thi?t, khi c?n thi?t. ??n gi?n l¨¤ t?p h?p d? li?u kh?ng c¨°n ?? ?? ?¨¢p ?ng nh?ng ng??i d¨´ng mu?n c¨® th? ?i s?u v¨¤o nhi?u kh¨ªa c?nh. V¨ª d?, n¨® c¨® th? kh?ng ?? ?? cung c?p m?t b¨¢o c¨¢o b¨¢n h¨¤ng khu v?c m?i tu?n. Ng??i d¨´ng c¨® th? mu?n xem x¨¦t c¨¢c d? li?u b?ng k¨ªch th??c t¨´y ch?nh - c¨® l? b?i m?t ??c t¨ªnh kh¨¢ch h¨¤ng nh?t ??nh, m?t ??a ?i?m b¨¢n h¨¤ng c? th? ho?c th?i ?i?m mua h¨¤ng. ? Ng??i d¨´ng c?ng ?ang ?¨°i h?i c¨¢c c?ng c? kinh doanh th?ng minh tinh vi h?n.
  • 17. Trend # 7: T¨ªch h?p Custom View ? L?y m?t c¨¢i nh¨¬n 360- ?? c?a kh¨¢ch h¨¤ng ???c nhanh ch¨®ng tr? th¨¤nh nh?ng l? do ph? bi?n nh?t ??i v?i quy m? l?n n? l?c c?a dw. C¨¢c doanh nghi?p mu?n c¨® ???c m?t b?c tranh ho¨¤n ch?nh c?a t?ng kh¨¢ch h¨¤ng tr¨ºn t?t c? c¨¢c k¨ºnh truy?n h¨¬nh v¨¤ t?t c? c¨¢c ng¨¤nh ngh? kinh doanh. Trong khi ?i?u n¨¤y nghe c¨® v? gi?ng nh? m?t kh¨¢i ni?m ??n gi?n, n¨® c¨® th? r?t kh¨® kh?n ?? th?c hi?n. Nhi?u doanh nghi?p c¨® l?ch s? ???c t? ch?c xung quanh s?n ph?m, khu v?c ??a l? ho?c k¨ªch th??c-kinh doanh kh¨¢c c¨® li¨ºn quan, v¨¤ c¨¢c h? th?ng CNTT c?a h? ph?n ¨¢nh ?i?u n¨¤y. Di chuy?n ??n m?t c¨¢i nh¨¬n kh¨¢ch h¨¤ng trung t?m ?¨°i h?i m?t s? thay ??i l?n trong c¨¢ch h? thu th?p, l?u tr? v¨¤ ph? bi?n th?ng tin. C¨¢c doanh nghi?p ph?i t¨ªch h?p c¨¢c ngu?n d? li?u ???c ph¨¢t sinh ?? c?p tr??c ?¨® v¨¤ ph?i ch?c ch?n ?? x? l? c¨¢c v?n ?? ch?t l??ng d? li?u ?? kh¨¢ch h¨¤ng ???c th? hi?n ch¨ªnh x¨¢c tr¨ºn t?t c? c¨¢c h? th?ng.
  • 18. Trend # 8: B¨´ng n? Data Volumes ? M?t trong nh?ng v?n ?? c?ng ngh? l?n nh?t ??i v?i c¨¢c doanh nghi?p hi?n nay l¨¤ s? b¨´ng n? v? s? l??ng d? li?u ???c d? ki?n s? x?y ra trong v¨¤i n?m t?i. Theo Gartner, trong n?m 2004 c¨¢c doanh nghi?p s? ???c qu?n l? d? li?u nhi?u h?n 30 l?n so v?i n?m 1999. E-kinh doanh l¨¤ m?t trong nh?ng th? ph?m ch¨ªnh trong v? n? d? li?u, nh? d¨°ng k¨ªch d? li?u d? ki?n s? nhanh ch¨®ng th¨ºm terabytes v?i dw. Khi s? l??ng c¨¢c k¨ºnh ti?p x¨²c kh¨¢ch h¨¤ng kh¨¢c ph¨¢t tri?n, h? th¨ºm d? li?u nhi?u h?n. Nhu c?u c?a ng??i d¨´ng cu?i leo thang c?ng ?¨®ng g¨®p m?t ph?n, nh? t? ch?c thu th?p th¨ºm th?ng tin v¨¤ l?u tr? n¨® trong m?t th?i gian d¨¤i h?n.