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https://spbit.su/news/n236753/

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6<title>Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü </title>
7<META HTTP-EQUIV="DESCRIPTION" CONTENT="Îòå÷åñòâåííûé ðûíîê àíàëèòè÷åñêèõ õðàíèëèù äàííûõ êëàññà Data Lakehouse ïðåîäîëåë ýòàï ïèëîòíûõ ïðîåêòîâ è ïåðåøåë â ôàçó ïðîìûøëåííûõ âíåäðåíèé. Èññëåäîâàíèå «Îòå÷åñòâåííûå ðåøåíèÿ Data Lakehouse Êðóã Ãðîìîâà 2026» âûÿâèëî ôóíäàìåíòàëüíóþ òðàíñôîðìàöèþ îòðàñëè: ðåãóëÿòîðíûå òðåáîâàíèÿ ñòàëè äðàéâåðîì ðàçâèòèÿ, àðõèòåêòóðà ïëàòôîðì ðàçäåëèëàñü íà äâà ïðîòèâîïîëîæíûõ ëàãåðÿ, à âîïðîñû èíôîðìàöèîííîé áåçîïàñíîñòè ïðåâðàòèëèñü â ãëàâíûé êðèòåðèé âûáîðà. À âîò èñêóññòâåííûé èíòåëëåêò â ðîññèéñêèõ Lakehouse-ñèñòåìàõ ïîêà îñòàåòñÿ òî÷å÷íîé èííîâàöèåé." />
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20<script src="/js/check_news20.js" type="text/javascript"></script>
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21<script src="/js/check_company.js" type="text/javascript"></script>
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22<script type="text/javascript" src="/js/ticker.js"></script>
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46<a name="top"></a>
47<div id="main_content">
48<div id="header">
49<div id="banners">
50<noindex>
51
52
53 
54<a href="/view_images/url.php?url=1521&erid="><img src="/view_images/image.php?img=1521" border=0 alt="ÝÎÑ" /></a>
55
56
57
58
59</noindex>
60</div>
61<div class="clear"></div>
62<div id="logo_baner">
63<noindex>
64<div id="news_add">
65<div class="form">
66<script src="/js/check_news20.js" type="text/javascript"></script>
66
67<div id="close_news">&nbsp;</div>
68<h2>Äîáàâèòü íîâîñòü</h2>
69<div class="clear"></div>
70<form name="new_news" method="post" enctype="multipart/form-data">
71<div style="color:#fff; margin:10px 0">Âíèìàíèå! Ñîîáùåíèÿ î ïðåäñòîÿùèõ ìåðîïðèÿòèÿõ çäåñü ÍÅ ïóáëèêóþòñÿ. Ïóáëèêóéòå èõ òîëüêî ÷åðåç ôîðìó äîáàâëåíèÿ ìåðîïðèÿòèé</div>
72<div class="left_in">
73<label for="fio">Èìÿ</label>
74<input type="text" name="fio" id="fio" value="" />
75</div>
76<div>
77<label for="email">E-mail</label>
78<input type="text" name="email" id="email" value="" />
79</div>
80<div class="c_left"></div>
81<div class="left_in">
82<label for="title">Çàãîëîâîê</label>
83<input type="text" name="title" id="title" value="" />
84</div>
85<div>
86<label for="news_type">Òèï íîâîñòè</label>
87<select id="news_type" name="news_type">
88<option value="×àñòíûé èñòî÷íèê">×àñòíûé èñòî÷íèê</option>
89<option value="Îôèöèàëüíîå ñîîáùåíèå êîìïàíèè (ïðåññ-ðåëèç)" >Îôèöèàëüíîå ñîîáùåíèå êîìïàíèè (ïðåññ-ðåëèç)</option>
90</select>
91</div>
92<div class="c_left"></div>
93<div>
94<label for="lid">Àíîíñ (ïåðâûé àáçàö, â îñíîâíîé òåêñò äóáëèðîâàòü íå íàäî)</label>
95<textarea id="lid" name="lid"></textarea>
96</div>
97<div>
98<label for="main_text">Òåêñò</label>
99<p><!-- <a href="#" id="save_t">&nbsp;</a>href="#" id="new_t">&nbsp;</a><span class="separate">|</span>--><a href="#" id="bold_t" onClick="addBBCodes('main_text', 'B')">B</a><a href="#" id="cur_t" onClick="addBBCodes('main_text', 'I')">I</a><!-- <a href="#" id="under_t" onClick="addBBCodes('main_text', 'U')">U</a><a href="#" id="thr_t" onClick="addBBCodes('main_text', 'S')">ABC</a>--></p>
100<div class="c_left"></div>
101<textarea id="main_text" name="main_text"></textarea>
102</div>
103<div>
104<label for="news_text">Èçîáðàæåíèå ê íîâîñòè</label>
105<div class="c_left"></div>
106<span class="small_white">(Ïîääåðæèâàåìûå ôîðìàòû èçîáðàæåíèé: .jpg è .gif)</span><br />
107<input type='file' name="lid_image" />
108</div>
109<div class="c_left"></div>
110<div>
111<input id="agree" name="agree" type="checkbox" value='yes' /> <span class="white">ß ñîãëàñåí ñ</span> <a href="/conditions/" target="_blank" class="window">óñëîâèÿìè</a><br />
112<input id="button" type="submit" value="&nbsp;" onClick="return checkForm();" />
113<a href="/rules/" class="window" target="_blank" rel="nofollow">Ïðàâèëà ðàçìåùåíèÿ ñâîèõ ìàòåðèàëîâ íà ïîðòàëå spbit.su</a>
114</div>
115<input name="addNews20" type="hidden" value="yes" />
116<input name="from_user" type="hidden" value="yes" />
117<input name="sss232" id="sss232" type="hidden" value="" />
118</form>
119<form action="/add_news/" method="POST">
120<input type="hidden" name="fio" id="fio2" value="" />
121<input type="hidden" name="email" id="email2" value="" />
122<input type="hidden" name="title" id="title2" value="" />
123<input type="hidden" name="news_type" id="news_type2" value="" />
124<input type="hidden" name="lid" id="lid2" value="" />
125<input type="hidden" name="main_text" id="main_text2" value="" />
126<!-- <input type="submit" value="!" /> -->
127</form>
128</div>
129</div>
130</noindex>
131</div>
132<noindex>
133<div id="company_add">
134<div class="form">
135<div id="close_company">&nbsp;</div>
136<h2>Äîáàâèòü êîìïàíèþ</h2>
137<div class="clear"></div>
138<form name="new_company" method="post" enctype="multipart/form-data">
139<div class="left_in">
140<label for="company_name">Íàèìåíîâàíèå</label>
141<input type="text" name="title" id="company_name" value="" class="input_text" />
142</div>
143<div>
144<label for="company_theme">Ñôåðà äåÿòåëüíîñòè</label>
145<div class="scroll_checkboxes">
146<input type="checkbox" name="theme[]" value="2" id="ch_2"  /> <span onClick="checkCheckbox('2');" style="cursor: pointer; cursor: hand; ">Ìîáèëüíàÿ ñâÿçü</span><br /><input type="checkbox" name="theme[]" value="1" id="ch_1"  /> <span onClick="checkCheckbox('1');" style="cursor: pointer; cursor: hand; ">Ôèêñèðîâàííàÿ ñâÿçü</span><br /><input type="checkbox" name="theme[]" value="3" id="ch_3"  /> <span onClick="checkCheckbox('3');" style="cursor: pointer; cursor: hand; ">Èíòåðíåò</span><br /><input type="checkbox" name="theme[]" value="4" id="ch_4"  /> <span onClick="checkCheckbox('4');" style="cursor: pointer; cursor: hand; ">Èíòåãðàöèÿ</span><br /><input type="checkbox" name="theme[]" value="17" id="ch_17"  /> <span onClick="checkCheckbox('17');" style="cursor: pointer; cursor: hand; ">Áåçîïàñíîñòü</span><br /><input type="checkbox" name="theme[]" value="14" id="ch_14"  /> <span onClick="checkCheckbox('14');" style="cursor: pointer; cursor: hand; ">Web</span><br /><input type="checkbox" name="theme[]" value="5" id="ch_5"  /> <span onClick="checkCheckbox('5');" style="cursor: pointer; cursor: hand; ">
146Ðûíîê ÏÊ</span><br /><input type="checkbox" name="theme[]" value="6" id="ch_6"  /> <span onClick="checkCheckbox('6');" style="cursor: pointer; cursor: hand; ">Ìàðêåòèíã</span><br /><input type="checkbox" name="theme[]" value="7" id="ch_7"  /> <span onClick="checkCheckbox('7');" style="cursor: pointer; cursor: hand; ">Òîðãîâûå ñåòè</span><br /><input type="checkbox" name="theme[]" value="8" id="ch_8"  /> <span onClick="checkCheckbox('8');" style="cursor: pointer; cursor: hand; ">Îáîðóäîâàíèå</span><br /><input type="checkbox" name="theme[]" value="10" id="ch_10"  /> <span onClick="checkCheckbox('10');" style="cursor: pointer; cursor: hand; ">Outsourcing</span><br /><input type="checkbox" name="theme[]" value="9" id="ch_9"  /> <span onClick="checkCheckbox('9');" style="cursor: pointer; cursor: hand; ">ÏÎ</span><br /><input type="checkbox" name="theme[]" value="11" id="ch_11"  /> <span onClick="checkCheckbox('11');" style="cursor: pointer; cursor: hand; ">Êàäðû</span><br /><input type="checkbox" name="theme[]" value="12" id="ch_12"  /> <span onClick="checkCheckbox('12');" style="cursor: pointer; cursor: hand; ">Ðåãóëèðîâàíèå</span><br /><input type="checkbox" name="theme[]" value="13" id="ch_13"  /> <span onClick="checkCheckbox('13');" style="cursor: pointer; cursor: hand; ">Ôèíàíñû</span><br />
147</div>
148</div>
149<div class="c_left"></div>
150<div>
151<label for="directions">Îñíîâíûå íàïðàâëåíèÿ äåÿòåëüíîñòè</label>
152<textarea id="company_directions" name="directions" class="input_textarea_sm"></textarea>
153</div>
154<div>
155<label for="news_text">Îïèñàíèå êîìïàíèè</label>
156<p><!-- <a href="#" id="save_t">&nbsp;</a><a href="#" id="new_t">&nbsp;</a><span class="separate">|</span>--><a href="#" id="bold_t" onClick="addBBCodes('company_main_text', 'B')">B</a><a href="#" id="cur_t" onClick="addBBCodes('company_main_text', 'I')">I</a><!--<a href="#" id="under_t" onClick="addBBCodes('company_main_text', 'U')">U</a><a href="#" id="thr_t" onClick="addBBCodes('company_main_text', 'S')">ABC</a>--></p>
157<div class="c_left"></div>
158<textarea id="company_main_text" name="main_text" class="input_textarea_big"></textarea>
159</div>
160<div class="c_left"></div>
161<div>
162<label>Êîíòàêòû êîìïàíèè (ïîêàçûâàþòñÿ íà ñàéòå)</label>
163</div>
164<div>
165<label for="address">Àäðåñ</label>
166<textarea id="company_address" name="address" class="input_textarea_sm"></textarea>
167</div>
168<div class="c_left"></div>
169<div class="left_in">
170<label for="company_email">E-mail</label>
171<input type="text" name="email" id="company_email" value="" class="input_text" />
172</div>
173<div>
174<label for="company_phone">Òåëåôîí</label>
175<input type="text" name="phone" id="company_phone" value="" class="input_text" />
176</div>
177<div class="c_left"></div>
178<div class="left_in">
179<label for="company_email">WWW</label>
180<input type="text" name="www" id="company_www" value="" class="input_text" />
181</div>
182<div>
183<label for="company_phone">ICQ</label>
184<input type="text" name="icq" id="company_icq" value="" class="input_text" />
185</div>
186<div class="c_left"></div>
187<div>
188<label>Êîíòàêòû çàïîëíÿþùåãî êàðòî÷êó (íå ïîêàçûâàþòñÿ íà ñàéòå)</label>
189</div>
190<div>
191<label for="owner_name">ÔÈÎ</label>
192<input type="text" name="owner_name" id="owner_name" value="" class="input_text" style="width:100%;" />
193</div>
194<div class="left_in">
195<label for="company_email">E-mail</label>
196<input type="text" name="owner_email" id="owner_email" value="" class="input_text" />
197</div>
198<div>
199<label for="company_phone">Òåëåôîí</label>
200<input type="text" name="owner_phone" id="owner_phone" value="" class="input_text" />
201</div>
202<div>
203<label for="news_text">Èçîáðàæåíèå äëÿ ñòðàíèöû êîìïàíèè (Max - 200õ200, 100 Êá)</label>
204<div class="c_left"></div>
205<span class="small_white">(Ïîääåðæèâàåìûå ôîðìàòû èçîáðàæåíèé: .jpg è .gif)</span><br />
206<input type='file' name="lid_image" />
207</div>
208<div class="c_left"></div>
209<div>
210<input id="company_agree" name="company_agree" type="checkbox" value='yes' /> <span class="white">ß ñîãëàñåí ñ</span> <a href="/conditions/" target="_blank" class="window" rel="nofollow">óñëîâèÿìè</a><br />
211<a href="/rules/" class="window" target="_blank" rel="nofollow">Ïðàâèëà ðàçìåùåíèÿ ñâîèõ ìàòåðèàëîâ íà ïîðòàëå spbit.su</a>
212</div>
213<div class="c_left"></div>
214<div>
215<input id="button_company" type="submit" value="äîáàâèòü êîìïàíèþ" onClick="return checkCompanyForm();" />
216</div>
217<input name="addCompany" type="hidden" value="yes" />
218<input name="from_user" type="hidden" value="yes" />
219<input name="sss23232" id="sss23232" type="hidden" value="" />
220</form>
221</div>
222</div>
223</noindex>
224<div id="logo">
225<a href="http://www.itsz.ru/">&nbsp;</a>
226</div>
227<div id="add_container">
228<h3>
228Äîáàâèòü</h3>
229<div id="add_news">
230<a href="#">íîâîñòü</a>
231</div>
232<div id="add_meeting">
233<a href="#">ìåðîïðèÿòèå</a>
234</div>
235<div id="add_company" style="border:none;">
236<a href="#">êîìïàíèþ</a>
237</div>
238</div>
239<div id="baner_container">
240<div id="top_baner">
241<noindex>
242
243</noindex>
244</div>
245</div>
246<noindex>
247<div id="meeting_add">
248<div class="form">
249<script src="/js/check_meeting20.js" type="text/javascript"></script>
249
250<div id="close_meeting">&nbsp;</div>
251<h2>Äîáàâèòü ìåðîïðèÿòèå</h2>
252<div class="clear"></div>
253<form name="new_meeting" method="post" enctype="multipart/form-data">
254<div class="left_in">
255<label for="fio">Èìÿ</label>
256<input type="text" name="fio" id="meeting_fio" value="" />
257</div>
258<div>
259<label for="mail">E-mail</label>
260<input type="text" name="email" id="meeting_email" value="" />
261</div>
262<div class="c_left"></div>
263<div>
264<label for="head_meeting">Íàçâàíèå ìåðîïðèÿòèÿ</label>
265<input type="text" name="meeting_title" id="meeting_title" value="" style="width:100%" />
266</div>
267<div class="c_left"></div>
268<div>
269<label for="anons">Êðàòêèé àíîíñ</label>
270<textarea id="meeting_lid" name="meeting_lid" style="width:100%"></textarea>
271</div>
272<div class="left_in">
273<label for="date_begin">Äàòà íà÷àëà</label>
274<input type="hidden" name="date_begin" value="1">
275<input type="text" name="date_begin_day" value="02" size=3 maxlength=2 class="text" style="width: 1.5em;">
276<select name="date_begin_month">
277<option value="1">ÿíâàðÿ</option>
278<option value="2">ôåâðàëÿ</option>
279<option value="3">ìàðòà</option>
280<option value="4">àïðåëÿ</option>
281<option value="5">ìàÿ</option>
282<option value="6">èþíÿ</option>
283<option value="7">èþëÿ</option>
284<option value="8">àâãóñòà</option>
285<option value="9">ñåíòÿáðÿ</option>
286<option value="10" selected>îêòÿáðÿ</option>
287<option value="11">íîÿáðÿ</option>
288<option value="12">äåêàáðÿ</option>
289</select>
290<input type="text" name="date_begin_year" value="2026" size=3 maxlength=4 class="text" style="width: 3em;">
291 
292</div>
293<div>
294<label for="date_end">Äàòà îêîí÷àíèÿ</label>
295<input type="hidden" name="date_end" value="1">
296<input type="text" name="date_end_day" value="02" size=3 maxlength=2 class="text" style="width: 1.5em;">
297<select name="date_end_month">
298<option value="1">ÿíâàðÿ</option>
299<option value="2">ôåâðàëÿ</option>
300<option value="3">ìàðòà</option>
301<option value="4">àïðåëÿ</option>
302<option value="5">ìàÿ</option>
303<option value="6">èþíÿ</option>
304<option value="7">èþëÿ</option>
305<option value="8">àâãóñòà</option>
306<option value="9">ñåíòÿáðÿ</option>
307<option value="10" selected>îêòÿáðÿ</option>
308<option value="11">íîÿáðÿ</option>
309<option value="12">äåêàáðÿ</option>
310</select>
311<input type="text" name="date_end_year" value="2026" size=3 maxlength=4 class="text" style="width: 3em;">
312 
313</div>
314<div>
315<label for="head_news">Âðåìÿ ïðîâåäåíèÿ</label>
316<input type="text" name="time" id="time" value="" />
317</div>
318<div>
319<label for="head_news">Ìåñòî è àäðåñ ïðîâåäåíèÿ</label>
320<input type="text" name="place" id="place" value="" style="width:100%" />
321</div>
322<div>
323<label for="anons">Ïðîãðàììà</label>
324<textarea id="program" name="program" style="width:100%"></textarea>
325</div>
326<div>
327<label for="head_news">Êîíòàêòû äëÿ ðåãèñòðàöèè</label>
328<input type="text" name="registration" id="registration" value="" style="width:100%" />
329</div>
330<div>
331<label for="head_news">Óñëîâèÿ ó÷àñòèÿ</label>
332<textarea id="conditions" name="conditions" style="width:100%"></textarea>
333</div>
334<div>
335<label for="head_news">Ñòðàíèöà ìåðîïðèÿòèÿ</label>
336<input type="text" name="www" id="www" value="" style="width:100%" />
337</div>
338<div class="c_left"></div>
339<div>
340<label for="news_text">Äîïîëíèòåëüíàÿ èíôîðìàöèÿ î ìåðîïðèÿòèè</label>
341<p><!-- <a href="#" id="save_t">&nbsp;</a><a href="#" id="new_t">&nbsp;</a><span class="separate">|</span>--><div id="bold_t" onClick="addBBCodes('meeting_main_text', 'B')">B</div><div id="cur_t" onClick="addBBCodes('meeting_main_text', 'I')">I</div><!-- <a href="#" id="under_t" onClick="addBBCodes('main_text', 'U')">U</a><a href="#" id="thr_t" onClick="addBBCodes('main_text', 'S')">ABC</a>--></p>
342<div class="c_left"></div>
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372<b>Íîâîñòè:</b> <a href="/news/n236753/">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Àíàëèòèêà:</b> <a href="/analytics/a236752/">BI íà ïîðîãå íîâîé ýðû: êóäà äâèæåòñÿ áèçíåñ-àíàëèòèêà</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Íîâîñòè:</b> <a href="/news/n236726/">Ðîññèéñêèé RPA-ðûíîê ïåðåõîäèò îò àâòîìàòèçàöèè çàäà÷ ê óïðàâëåíèþ ïðîöåññàìè è AI</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Íîâîñòè:</b> <a href="/news/n236685/">Ñèñòåìíûå ïðîãðàììèñòû îáñóäèëè ïåðåõîä íà îòå÷åñòâåííûå ÎÑ äëÿ âñòðîåííûõ ñèñòåì</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Ïðîåêòû:</b> <a href="/projects/p236684/">Êîðïîðàòèâíîå õðàíèëèùå äàííûõ äëÿ êîíñàëòèíãîâîé êîìïàíèè: àâòîìàòèçàöèÿ îò÷¸òíîñòè è åäèíûé èñòî÷íèê äîñòîâåðíîé èíôîðìàöèè</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Èíòåðâüþ:</b> <a href="/interview/i236677/">Ïðîàêòèâíîñòü íà ïàóçå: ÷òî òîðìîçèò öèôðîâóþ òðàíñôîðìàöèþ ÌÔÖ</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Íîâîñòè:</b> <a href="/news/n236630/">ÃÊ «ÝÎÑ» ïîäâåëà èòîãè ïàðòíåðñêîé êîíôåðåíöèè «Âåñåííèé äîêóìåíòîîáîðîò – 2026»</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Èíòåðâüþ:</b> <a href="/interview/i236629/">Ýâîëþöèÿ ïàðòíåðñòâà: ýêîñèñòåìà, êàê åäèíûé îðãàíèçì</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Íîâîñòè:</b> <a href="/news/n236623/">Îò äåöåíòðàëèçîâàííîãî õàîñà ê governed self-service: ýêñïåðòû ôèêñèðóþò ñìåíó ïàðàäèãìû íà ðûíêå äàííûõ</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<b>Íîâîñòè:</b> <a href="/news/n236492/"> Ðîññèè ïîÿâèëèñü àýðîìîáèëüíûå êîìïëåêñû ñâÿçè ñ LTE/5G íà ðîññèéñêîì îáîðóäîâàíèè</a>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
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538<p><a href="/analytics/a236752/">BI íà ïîðîãå íîâîé ýðû: êóäà äâèæåòñÿ áèçíåñ-àíàëèòèêà</a></p>
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550<p><a href="/projects/p236727/">Îò ðàçðîçíåííîé îò÷åòíîñòè ê åäèíîé ñèñòåìå àíàëèòèêè — êåéñ «Õîëîäèëüíèê.ðó»</a></p>
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666<h1><span class="head_news">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</span></h1>
667
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670<div class="date" id="data">
67111.08.2026 17:12<br />
672<a href="print/">âåðñèÿ äëÿ ïå÷àòè</a>
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679<img src="/files/lid_image236753.jpg" border="0" style="margin: 0px 10px 0px 0px">
680</td>
681<td class="lid_td">
682<b>Îòå÷åñòâåííûé ðûíîê àíàëèòè÷åñêèõ õðàíèëèù äàííûõ êëàññà Data Lakehouse ïðåîäîëåë ýòàï ïèëîòíûõ ïðîåêòîâ è ïåðåøåë â ôàçó ïðîìûøëåííûõ âíåäðåíèé. Èññëåäîâàíèå «Îòå÷åñòâåííûå ðåøåíèÿ Data Lakehouse Êðóã Ãðîìîâà 2026» âûÿâèëî ôóíäàìåíòàëüíóþ òðàíñôîðìàöèþ îòðàñëè: ðåãóëÿòîðíûå òðåáîâàíèÿ ñòàëè äðàéâåðîì ðàçâèòèÿ, àðõèòåêòóðà ïëàòôîðì ðàçäåëèëàñü íà äâà ïðîòèâîïîëîæíûõ ëàãåðÿ, à âîïðîñû èíôîðìàöèîííîé áåçîïàñíîñòè ïðåâðàòèëèñü â ãëàâíûé êðèòåðèé âûáîðà. À âîò èñêóññòâåííûé èíòåëëåêò â ðîññèéñêèõ Lakehouse-ñèñòåìàõ ïîêà îñòàåòñÿ òî÷å÷íîé èííîâàöèåé.</b>
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689
690<div class="_ga1_on_">
691<st_index><p><strong><span style="font-size: medium;">Äâà ïóòè ðàçâèòèÿ ïëàòôîðì: âûáîð ìåæäó óíèâåðñàëüíîñòüþ è ïðîñòîòîé</span></strong></p>
692<p><span style="font-size: medium;">Êëþ÷åâîé ñòðóêòóðíûé ñäâèã íà ðûíêå &mdash; ôîðìèðîâàíèå äâóõ ïðèíöèïèàëüíî ðàçíûõ ïîäõîäîâ ê ïîñòðîåíèþ ïëàòôîðì, êàæäûé èç êîòîðûõ íàõîäèò ñâîåãî çàêàç÷èêà. Ïåðâàÿ ìîäåëü &mdash; &laquo;èíòåãðèðîâàííûå ïëàòôîðìû&raquo;. Ýòî ðåøåíèÿ, ñîáèðàåìûå èç íàáîðà open-source êîìïîíåíòîâ (íàïðèìåð, Spark, Trino, Impala, Airflow), êîòîðûå âåíäîð îáúåäèíÿåò åäèíîé ñèñòåìîé óïðàâëåíèÿ, ìîíèòîðèíãà è áåçîïàñíîñòè. Òàêèå ïëàòôîðìû îáåñïå÷èâàþò ìàêñèìàëüíóþ óíèâåðñàëüíîñòü è ãèáêîñòü, íî òðåáóþò âûñîêîé êâàëèôèêàöèè êîìàíäû è íåñóò çíà÷èòåëüíóþ îïåðàöèîííóþ ñëîæíîñòü.</span></p>
693<p><span style="font-size: medium;">Âòîðàÿ ìîäåëü &mdash; &laquo;óíèôèöèðîâàííûå ñèñòåìû&raquo;. Ýòè ïðîäóêòû èçíà÷àëüíî ïðîåêòèðóþòñÿ êàê öåëîñòíàÿ àðõèòåêòóðà, à íå êîíñòðóèðóþòñÿ èç ãîòîâûõ áëîêîâ. Âíóòðè ìîæåò èñïîëüçîâàòüñÿ îäèí èëè íåñêîëüêî äâèæêîâ, íî âñå îíè ãëóáîêî èíòåãðèðîâàíû â åäèíóþ ñðåäó ñ îáùèì õðàíèëèùåì, ìîäåëüþ áåçîïàñíîñòè è èíòåðôåéñîì óïðàâëåíèÿ. Óíèôèöèðîâàííûå ñèñòåìû ïðîùå â óñòàíîâêå è ñîïðîâîæäåíèè, îäíàêî ìîãóò óñòóïàòü èíòåãðèðîâàííûì ïëàòôîðìàì â øèðîòå ôóíêöèîíàëüíûõ âîçìîæíîñòåé.</span></p>
694<p><span style="font-size: medium;">Îáà ïîäõîäà àêòèâíî ðàçâèâàþòñÿ, è âûáîð ìåæäó íèìè îïðåäåëÿåòñÿ áàëàíñîì ìåæäó ãèáêîñòüþ è ïðîñòîòîé, óíèâåðñàëüíîñòüþ è óïðàâëÿåìîñòüþ. <strong>Åâãåíèé Âèëêîâ, òåõíè÷åñêèé ðóêîâîäèòåëü ðåøåíèé Data Ocean, Data Sapience</strong>, îáúÿñíÿåò ëîãèêó êîðïîðàòèâíîãî ñåãìåíòà: &laquo;Íå ñóùåñòâóåò äâèæêà &mdash; &ldquo;ñåðåáðÿíîé ïóëè&rdquo;, êîòîðûé ìîæåò ðåøèòü âñå çàäà÷è áèçíåñà. Íà ïðàêòèêå âîêðóã òàêîé ïëàòôîðìû ñî âðåìåíåì ïîÿâèòñÿ &ldquo;çîîïàðê&rdquo; ðàçðîçíåííûõ ðåøåíèé. Êðîìå òîãî, ñóùåñòâóåò ðèñê çàêðûòèÿ ïðîåêòà èëè ñìåíû ëèöåíçèè. Êîðïîðàòèâíûå êëèåíòû âûáèðàþò ïëàòôîðìó, ìàêñèìàëüíî äèâåðñèôèöèðîâàííóþ è íå çàâèñÿùóþ îò îäíîé áàçîâîé òåõíîëîãèè&raquo;.</span></p>
695<p><span style="font-size: medium;"><strong>Åêàòåðèíà Êàíóííèêîâà, äèðåêòîð ïî ïðîäóêòàì íàïðàâëåíèÿ Äàòà-ñåðâèñû VK Tech,</strong> äîïîëíÿåò ýòó êàðòèíó ñî ñòîðîíû ÈÒ-îòäåëîâ: &laquo;Íà ðûíêå ñåé÷àñ áîëåå âîñòðåáîâàí ïîäõîä èíòåãðèðîâàííûõ ïëàòôîðì. Ýòî ñâÿçàíî ñ òåì, ÷òî îñíîâíîé ïîëüçîâàòåëü òàêèõ ðåøåíèé &mdash; èíæåíåðíûå êîìàíäû, êîòîðûì ïðèâû÷íåå ðàáîòàòü ñ êîíêðåòíûìè èíñòðóìåíòàìè. Ó çàêàç÷èêîâ, îñîáåííî â on-premise-ñöåíàðèÿõ (ðàçâåðòûâàíèå íà ñîáñòâåííîé èíôðàñòðóêòóðå), óæå åñòü ñôîðìèðîâàííûå êîìàíäû ñ ýêñïåðòèçîé â îïðåäåë¸ííûõ òåõíîëîãèÿõ, è ýòîò ôàêòîð íàïðÿìóþ âëèÿåò íà âûáîð&raquo;.</span></p>
696<p><span style="font-size: medium;">Òàêèì îáðàçîì, èíòåãðèðîâàííûå ïëàòôîðìû äîìèíèðóþò òàì, ãäå âàæíà àäàïòàöèÿ ïîä ñóùåñòâóþùèå êîìïåòåíöèè è èçáåæàíèå vend
696or lock-in (çàâèñèìîñòè îò îäíîãî ïîñòàâùèêà), à óíèôèöèðîâàííûå ñèñòåìû íàõîäÿò íèøó â ïðîåêòàõ, ãäå ïðèîðèòåòîì ÿâëÿþòñÿ ñêîðîñòü çàïóñêà è ñíèæåíèå ýêñïëóàòàöèîííûõ ðàñõîäîâ.</span></p>
697<p><strong><span style="font-size: medium;">Ðåãóëÿòîðèêà êàê êàòàëèçàòîð</span></strong></p>
698<p><span style="font-size: medium;">Óõîä çàïàäíûõ âåíäîðîâ è óæåñòî÷åíèå òðåáîâàíèé ê îòå÷åñòâåííîìó ÏÎ óñêîðèëè ôîðìèðîâàíèå ðûíêà. Ðååñòð ðîññèéñêîãî ÏÎ, ñåðòèôèêàöèÿ ÔÑÒÝÊ, çàêîíû î ÊÈÈ è ïåðñîíàëüíûõ äàííûõ ñîçäàëè ïîíÿòíûå ïðàâèëà èãðû è ñôîðìèðîâàëè ïëàòåæåñïîñîáíûé ñïðîñ. Ïðîèçâîäèòåëè âîñïðèíèìàþò ðåãóëÿòîðíûå òðåáîâàíèÿ êàê ðûíî÷íûé ôàêòîð: íàëè÷èå ñåðòèôèêàòîâ îòêðûâàåò äîñòóï ê êðóïíûì ãîñóäàðñòâåííûì è êîðïîðàòèâíûì çàêàç÷èêàì.</span></p>
699<p><span style="font-size: medium;">Ñïðîñ ñìåñòèëñÿ îò êîíöåïöèé ê ðåàëüíûì âíåäðåíèÿì. &laquo;Åñëè äâà-òðè ãîäà íàçàä ïðèõîäèëîñü îáúÿñíÿòü êëèåíòàì, ÷òî òàêîå ïàðàäèãìà Lakehouse, òî ñåé÷àñ ïîòåíöèàëüíûé êëèåíò óæå õîðîøî îñâåäîìëåí è öåëåíàïðàâëåííî èùåò ðåøåíèå ïîä ñâîè çàäà÷è&raquo;, &mdash; êîíñòàòèðóåò <strong>Åâãåíèé Âèëêîâ</strong>. Òðàäèöèîííî âûñîêèé èíòåðåñ ñîõðàíÿåòñÿ â ôèíàíñîâîì ñåêòîðå è ðèòåéëå, ãäå áîëüøèå îáúåìû äàííûõ ñî÷åòàþòñÿ ñ æåñòêîé êîíêóðåíöèåé. Àêòèâíî ïîäòÿãèâàþòñÿ òåëåêîì è ïðîìûøëåííîñòü, îñîçíàâøèå çàâåðøåíèå öèêëà ïîääåðæêè ïðåäûäóùåãî ïîêîëåíèÿ àíàëèòè÷åñêèõ ñèñòåì.</span></p>
700<p><span style="font-size: medium;"><strong>Åêàòåðèíà Êàíóííèêîâà</strong> ïîäòâåðæäàåò ýòîò òðåíä: &laquo;Ôîêóñ ñìåñòèëñÿ íà ðåøåíèå êîíêðåòíûõ çàäà÷: ñíèæåíèè ñòîèìîñòè õðàíåíèÿ, óïðîùåíèè àðõèòåêòóðû âìåñòî ñâÿçêè DWH (õðàíèëèùà äàííûõ) è Data Lake, ïîäãîòîâêå äàííûõ äëÿ ML/AI è ïîääåðæêå near real-time àíàëèòèêè (àíàëèòèêè, áëèçêîé ê ðåàëüíîìó âðåìåíè). Âñòóïàþò â ãîíêó data-driven òðàíñôîðìàöèè è íîâûå îòðàñëè: ïðîìûøëåííîñòü, íåôòåãàç, B2G-ñåãìåíò&raquo;.</span></p>
701<p><span style="font-size: medium;">Ïðè ýòîì ýêñïåðòû ïîä÷åðêèâàþò, ÷òî âàæíî ðàçëè÷àòü Lakehouse è ïðîñòîå àðõèâèðîâàíèå äàííûõ. &laquo;Ïåðåíîñ õîëîäíûõ äàííûõ â S3 (îáúåêòíîå õðàíèëèùå, ñîâìåñòèìîå ñ ïðîòîêîëîì Amazon S3) &mdash; ýòî ñòðàòåãèÿ òèðèíãà (ìíîãîóðîâíåâîãî õðàíåíèÿ). Ñî ñâîåé ñòîðîíû, Lakehouse &mdash; ïîëíîöåííàÿ àðõèòåêòóðíàÿ ìîäåëü, ãäå îáúåêòíîå õðàíèëèùå ñòàíîâèòñÿ îñíîâíûì ñëîåì, à âû÷èñëåíèÿ ìàñøòàáèðóþòñÿ íåçàâèñèìî. Ýòî ìåíÿåò íå òîëüêî ýêîíîìèêó, íî è ïðèíöèïû ïîñòðîåíèÿ ïëàòôîðìû&raquo;, &mdash; ïîä÷åðêèâàåò <strong>Åêàòåðèíà Êàíóííèêîâà</strong>.</span></p>
702<p><strong><span style="font-size: medium;">Áåçîïàñíîñòü è àóäèò: íåðåøåííàÿ áîëåâàÿ òî÷êà</span></strong></p>
703<p><span style="font-size: medium;">Äëÿ çàêàç÷èêîâ èç ðåãóëèðóåìûõ îòðàñëåé âîçìîæíîñòü îðãàíèçîâàòü ñêâîçíóþ àóòåíòèôèêàöèþ è àâòîðèçàöèþ íà îñíîâå ðîëåâîé ìîäåëè RBAC (Role-Based Access Control &mdash; óïðàâëåíèå äîñòóïîì íà îñíîâå ðîëåé) ñòàëà êðèòè÷åñêèì ôàêòîðîì âûáîðà. Èíòåãðàöèÿ íåñêîëüêèõ open-source êîìïîíåíòîâ â åäèíóþ ñèñòåìó óïðàâëåíèÿ äîñòóïîì &mdash; íåòðèâèàëüíàÿ çàäà÷à, è íå âñå âåíäîðû ïðåäëàãàþò ãîòîâîå ðåøåíèå &laquo;èç êîðîáêè&raquo;.</span></p>
704<p><span style="font-size: medium;">&laquo;Òðåáîâàíèÿ ê áåçîïàñíîñòè ñòàëè çíà÷èòåëüíî äåòàëüíåå è ïîëó÷èëè ñòàòóñ &ldquo;êðèòè÷íî&rdquo;. Çàêàç÷èêîâ èíòåðåñóåò êîíêðåòíàÿ ðåàëèçàöèÿ RBAC: êàê ðîëè ïðèìåíÿþòñÿ ê ïîëüçîâàòåëÿì è ñåðâèñíûì ó÷åòíûì çàïèñÿì, íàñêîëüêî ãèáêî ìîæíî óïðàâëÿòü äîñòóïîì íà óðîâíå òàáëèö è ñòîëáöîâ&raquo;, &mdash; îòìå÷àåò <strong>Åêàòåðèíà Êàíóííèêîâà</strong>. Îñîáîå âíèìàíèå óäåëÿåòñÿ ñîãëàñîâàííîñòè ïîëèòèê: åñëè äîñòóï â S3 íå ñèíõðîíèçèðîâàí ñ SQL-äâèæêàìè, ïîëüçîâàòåëü ìîæåò îáîéòè îãðàíè÷åíèÿ. Ïîýòîìó êëþ÷åâûì òðåáîâàíèåì ñòàíîâèòñÿ åäèíàÿ ñêâîçíàÿ ìîäåëü óïðàâëåíèÿ äîñòóïîì, èñêëþ÷àþùàÿ îáõîä ïîëèòèê áåçîïàñíîñòè.</span></p>
705<p><span style="font-size: medium;"><strong>Åâãåíèé Âèëêîâ</strong> äîáàâëÿåò, ÷òî êîðïîðàòèâíûé çàêàç÷èê îæèäàåò ãîòîâíîñòè ïîñòàâùèêà îêàçûâàòü ðåàëüíóþ ïîääåðæêó ïî óñòðàíåíèþ óÿçâèìîñòåé â ñòðîãî ðåãëàìåíòèðîâàííûå ñðîêè. Èìåííî íàëè÷èå ñêâîçíîãî àóäèòà è ïðîñëåæèâàåìîñòè äåéñòâèé (Data Lineage) ñòàíîâèòñÿ îáÿçàòåëüíûì òðåáîâàíèåì ñëóæá èíôîðìàöèîííîé áåçîïàñíîñòè.</span></p>
706<p><strong><span style="font-size: medium;">S3-õðàíèëèùå êàê ôóíäàìåíò ïðîèçâîäèòåëüíîñòè</span></strong></p>
707<p><span style="font-size: medium;">Âûáîð îáúåêòíîãî õðàíèëèùà ÷àñòî íåäîîöåíèâàþò, ñ÷èòàÿ åãî âòîðîñòåïåííûì êîìïîíåíòîì. Îäíàêî â àðõèòåêòóðå Lakehouse S3 &mdash; ýòî îñíîâà âñåé ñèñòåìû. &laquo;Åñëè âû÷èñëèòåëüíûå äâèæêè &mdash; ýòî &ldquo;ãîëîâà&rdquo; ïëàòôîðìû, òî S3 &mdash; åå &ldquo;ñåðäöå&rdquo;. Ïðîèçâîäèòåëüíîñòü îïðåäåëÿåòñÿ íå òîëüêî SQL-äâèæêîì, íî è òåì, íàñêîëüêî ýôôåêòèâíî õðàíèëèùå îáñëóæèâàåò îïåðàöèè ÷òåíèÿ è çàïèñè&raquo;, &mdash; îáúÿñíÿåò <strong>
707Åêàòåðèíà Êàíóííèêîâà</strong>.</span></p>
708<p><span style="font-size: medium;"> on-premise-ñöåíàðèÿõ ýòîò âûáîð ñòàíîâèòñÿ êðèòè÷åñêèì. Ýêîíîìèÿ íà S3 îáîðà÷èâàåòñÿ äåãðàäàöèåé ïðîèçâîäèòåëüíîñòè ïðè ðàáîòå ñ ìåòàäàííûìè, íåñòàáèëüíîñòüþ ïðè âûñîêîé êîíêóðåíöèè çàïðîñîâ è ïðîñòîå äîðîãèõ âû÷èñëèòåëüíûõ ðåñóðñîâ â îæèäàíèè I/O-îïåðàöèé (îïåðàöèé ââîäà-âûâîäà). Íàäåæíîñòü, ìàñøòàáèðóåìîñòü è ñîâîêóïíàÿ ñòîèìîñòü âëàäåíèÿ îáúåêòíûì õðàíèëèùåì íàïðÿìóþ îïðåäåëÿþò ýôôåêòèâíîñòü âñåé ïëàòôîðìû.</span></p>
709<p><strong><span style="font-size: medium;">Èñêóññòâåííûé èíòåëëåêò: îò êîïàéëîòîâ ê àãåíòàì</span></strong></p>
710<p><span style="font-size: medium;">Íåñìîòðÿ íà ãëîáàëüíûé èíòåðåñ ê ÈÈ, â ðîññèéñêèõ Data Lakehouse ïîëíîöåííûå AI-àãåíòû, ñàìîñòîÿòåëüíî ïèøóùèå SQL, ñîçäàþùèå äàøáîðäû è òåñòèðóþùèå ãèïîòåçû, ðåàëèçîâàíû ïîêà òîëüêî ó îäíîãî ïðîèçâîäèòåëÿ (ñðåäè òåõ, êòî ïðèíÿë ó÷àñòèå â èññëåäîâàíèè) &mdash; Tengri Data. Îñòàëüíûå âåíäîðû ïðåäëàãàþò ëèáî copilot-ôóíêöèè (AI-àññèñòåíòû) äëÿ ãåíåðàöèè çàïðîñîâ, ëèáî àíîíñèðóþò àãåíòíûå âîçìîæíîñòè â áóäóùèõ ðåëèçàõ.</span></p>
711<p><span style="font-size: medium;">&laquo;Ñïðîñ ñìåùàåòñÿ â ñòîðîíó ãîòîâíîñòè ïëàòôîðìû ê âûçîâàì ÈÈ. Ìû ñòàðàåìñÿ ñäåëàòü èíòåðôåéñû äîñòóïíûìè äëÿ ëþäåé, äàëåêèõ îò ìèðà äàííûõ, çà ñ÷åò èíòåãðàöèè ÈÈ-àãåíòîâ è ÷àò-áîòîâ&raquo;, &mdash; îòìå÷àåò <strong>Åâãåíèé Âèëêîâ</strong>. Îäíàêî <strong>Åêàòåðèíà Êàíóííèêîâà</strong> ïðåäóïðåæäàåò: áåç ïîäãîòîâêè äàííûõ AI-àãåíòû îñòàþòñÿ äåìîíñòðàöèîííûìè ðåøåíèÿìè. &laquo;×òîáû ñòðîèòü êîðïîðàòèâíûõ AI-àãåíòîâ, íåîáõîäèìî ñíà÷àëà ñîáðàòü äàííûå â åäèíîì õðàíèëèùå, îáåñïå÷èòü êà÷åñòâî, ïðàâà äîñòóïà è âåðñèè. Îòäåëüíóþ ñëîæíîñòü ïðåäñòàâëÿþò íåñòðóêòóðèðîâàííûå äàííûå: èõ íåäîñòàòî÷íî ïðîñòî õðàíèòü &mdash; íåîáõîäèìî èíäåêñèðîâàòü è îáîãàùàòü&raquo;.</span></p>
712<p><span style="font-size: medium;"> ïåðñïåêòèâå ïÿòè ëåò AI ñòàíåò îðãàíè÷íîé ÷àñòüþ ñàìîé ïëàòôîðìû: îò ôîðìèðîâàíèÿ çàïðîñîâ íà åñòåñòâåííîì ÿçûêå äî àâòîìàòè÷åñêîé îïòèìèçàöèè èíôðàñòðóêòóðû è ïðîãíîçèðîâàíèÿ íàãðóçêè.</span></p>
713<p><span style="font-size: medium;"><strong>Ñåðãåé Ãðîìîâ, ðóêîâîäèòåëü àíàëèòè÷åñêîãî ïðîåêòà &laquo;Êðóãè Ãðîìîâà&raquo;,</strong> ðåçþìèðóåò: &laquo;Ðûíîê îòå÷åñòâåííûõ Data Lakehouse ñôîðìèðîâàëñÿ è ïåðåøåë â ñòàäèþ çðåëîé êîíêóðåíöèè. Ìû âèäèì, ÷òî ðåãóëÿòîðíàÿ ñðåäà ñîçäàëà êàðêàñ äëÿ ðîñòà äåñÿòêà íîâûõ ïðîäóêòîâ. Îäíàêî òåõíîëîãè÷åñêàÿ çðåëîñòü ðåøåíèé íåîäíîðîäíà. Åñëè â îáëàñòè âû÷èñëèòåëüíûõ äâèæêîâ è õðàíåíèÿ äàííûõ ðîññèéñêèå ïëàòôîðìû äåìîíñòðèðóþò âûñîêèé óðîâåíü, òî âîïðîñû ñêâîçíîé áåçîïàñíîñòè, óïðàâëåíèÿ ìåòàäàííûìè è ñåìàíòè÷åñêîãî ñëîÿ îñòàþòñÿ çîíàìè àêòèâíîãî ðàçâèòèÿ. Âûáîð ðåøåíèÿ äîëæåí íà÷èíàòüñÿ ñ ÷åòêîé ôîðìóëèðîâêè áèçíåñ-öåëåé è ïîíèìàíèÿ ñîáñòâåííûõ êîìïåòåíöèé. Èíòåãðèðîâàííàÿ ïëàòôîðìà äàñò ãèáêîñòü, íî ïîòðåáóåò ñèëüíîé èíæåíåðíîé êîìàíäû. Óíèôèöèðîâàííàÿ ñèñòåìà ñíèçèò ïîðîã âõîäà, íî ìîæåò îãðàíè÷èòü â áóäóùåì. Ïðè ýòîì íåëüçÿ ðàññìàòðèâàòü Data Lakehouse êàê çàìåíó DWH ïî óìîë÷àíèþ &mdash; ýòà àðõèòåêòóðà îïðàâäàíà ïðè ðåàëüíûõ îáúåìàõ Big Data, ðàçíîîáðàçèè èñòî÷íèêîâ è ïîòðåáíîñòè â ML/AI-ñöåíàðèÿõ. Áåç ýòèõ ïðåäïîñûëîê öåëåñîîáðàçíåå ðàññìîòðåòü àëüòåðíàòèâíûå àðõèòåêòóðíûå øàáëîíû&raquo;.</span></p></st_index><!--c1161969560145--><div id='capZH_1161969560145'></div>
714</div>
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719<p><b>Ðåäàêòîð ðàçäåëà:</b> Àíòîí Ñîëîâüåâ (<a href="mailto:[email protected]">[email protected]</a>)
720<p><b>Ðóáðèêè:</b> <a href="/integration/">Èíòåãðàöèÿ</a>, <a href="/marketing/">Ìàðêåòèíã</a>, <a href="/software/">ÏÎ</a>
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775<h4>Äëÿ òîãî, ÷òîáû âñòàâèòü ññûëêó íà ìàòåðèàë ê ñåáå íà ñàéò íàäî:</h4>
776<ol>
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778<li>Âñòàâèòü ñêîïèðîâàííûé êîä íà ñâîé ñàéò
779</ol>
780<p>
781<textarea id="link" name="link" style="width:500px;height:100px;"><a href="http://spbit.su/news/n236753/">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</a></textarea>
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840<h2>ITSZ.RU: ïîñëåäíèå íîâîñòè Ïåòåðáóðãà è Ñåâåðî-Çàïàäà</h2>
841<div style="clear:both;"></div>
842<p><strong>11.08.2026</strong> <a href="/news/n236753/">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</a></ç><p><strong>04.08.2026</strong> <a href="/news/n236726/">Ðîññèéñêèé RPA-ðûíîê ïåðåõîäèò îò àâòîìàòèçàöèè çàäà÷ ê óïðàâëåíèþ ïðîöåññàìè è AI</a></ç>
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847<h4><a href="http://mskit.ru/" style="color:#075791">MSKIT.RU: ïîñëåäíèå íîâîñòè Ìîñêâû è Öåíòðà</a></h4>
848<div style="padding:10px;">
849<p><strong>11.08.2026</strong> <a href="http://mskit.ru/news/n236753/">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</a></p><p><strong>04.08.2026</strong> <a href="http://mskit.ru/news/n236726/">Ðîññèéñêèé RPA-ðûíîê ïåðåõîäèò îò àâòîìàòèçàöèè çàäà÷ ê óïðàâëåíèþ ïðîöåññàìè è AI</a></p>
850</div>
851</td><td width="50%" class="last_m_nnit">
852<h4><a href="http://nnit.ru/" style="color:#075791">NNIT.RU: ïîñëåäíèå íîâîñòè Íèæíåãî Íîâãîðîäà</a></h4>
853<div style="padding:10px;">
854<p><strong>11.08.2026</strong> <a href="http://nnit.ru/news/n236753/">Ðîññèéñêèé ðûíîê Data Lakehouse: àðõèòåêòóðíûé ðàñêîë è áîðüáà çà áåçîïàñíîñòü</a></p><p><strong>04.08.2026</strong> <a href="http://nnit.ru/news/n236726/">Ðîññèéñêèé RPA-ðûíîê ïåðåõîäèò îò àâòîìàòèçàöèè çàäà÷ ê óïðàâëåíèþ ïðîöåññàìè è AI</a></p>
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